{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 示例：数据读取及预处理\n",
    "该示例包括以下数据集\n",
    "1. C-MAPSS\n",
    "2. XJTU-SY\n",
    "3. PHM2012"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from fastphm.data.FeatureExtractor import FeatureExtractor\n",
    "from fastphm.data.loader.bearing.XJTULoader import XJTULoader\n",
    "from fastphm.data.processor.RMSProcessor import RMSProcessor\n",
    "from fastphm.data.stage.BearingStageCalculator import BearingStageCalculator\n",
    "from fastphm.data.stage.eol.NinetyThreePercentRMSEoLCalculator import NinetyThreePercentRMSEoLCalculator\n",
    "from fastphm.data.stage.fpt.ThreeSigmaFPTCalculator import ThreeSigmaFPTCalculator\n",
    "from fastphm.util.Plotter import Plotter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 绘图设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "Plotter.DPI = 80"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 1. C-MAPSS 涡扇发动机数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from fastphm.data.loader.turbofan.CMAPSSLoader import CMAPSSLoader\n",
    "from fastphm.util.Plotter import Plotter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 读取原始数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG - 17:43:03 >> \n",
      "<< Root directory of dataset: D:\\data\\dataset\\CMAPSSData\n",
      "\tFD001_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD001.txt\n",
      "\tFD002_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD002.txt\n",
      "\tFD003_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD003.txt\n",
      "\tFD004_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD004.txt\n",
      "\tFD001_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD001.txt\n",
      "\tFD002_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD002.txt\n",
      "\tFD003_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD003.txt\n",
      "\tFD004_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD004.txt\n",
      "\tFD001_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD001.txt\n",
      "\tFD002_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD002.txt\n",
      "\tFD003_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD003.txt\n",
      "\tFD004_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD004.txt\n",
      "INFO - 17:43:03 >> Loading data entity: FD001_train_1\n",
      "INFO - 17:43:03 >> Successfully loaded data entity: FD001_train_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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r8niGxq///ve/MYtr6dKlLca1YsWKmMVF7VNbW4vLLrsMSUlJGDVqFDIzM/H888/HOiyidmELDREREcU9ttAQERFR3GNCQ0RERHFPjXUAXcXhcDT5kSoiIiI6NlRWViIYDB7VNLpNQpOVldXkZ8qJiIjo2JCTk3PU0+AlJyIiIop7TGiIiIgo7nWbS05ERERHyzCMY/LBrvFAkqQjfsjqkWBCQ0REdBiGYWDHjh0IBAKxDiWuOZ1O5OXldUpiw4SGiIjoMCoqKiDLMgYOHHhET0GnA4QQ2LVrFyoqKtCzZ88Onz4TGiIiolYIIVBTU4P8/HyoKg+bRyM7OxslJSXIzs7u8MSQNwUTERG1QggBIQRsNlusQ4l7NpvNWp8djQkNERFRK3gTcMdjQkNERETUDCY0REREccTj8cDj8WDo0KFQFMX6PH36dPz3v//FaaedhsGDB2PYsGH4+c9/Dr/ff8g07rjjDkiShOLi4q5fgE7ChIaIiCiOFBcXo7i4GG+++SaSkpKsz6tWrYLT6cQjjzyCjRs34ptvvkFDQwPuv//+JuOvW7cO69evR15eXoyWoHPwdu0OJgwD4VAQNrsDkixDC4fhr6+FLCtwupMAAPVV+9BQU43MvrlwJCQeMg3D0CFJcpvuABeGAcPQISsqJEmCFg4jUF8HWVXhdLshSTK0cAjhQABOtxuyrFjj6pqG6t1lqNtXifQ+fZHSo+ld58Iw4PfWw5nohqwozc3+0HiEQENNNWor9iIhJQVJ6ZlQ7fY2jauFQvBW7wcAyLIMKfKKvldUFTaHE5IsIxwKwru/CiGfz1x+WUFqz15wJCQiHAigsrQE/vrayLQUJKalw52eAVdS8mHXqxACwYYG+L11cCQkwpGQgFAggIC33pxWalqbl6m5aWuhILRQCKrNDtVuh9TM7zHoWhj7SndAGAaSe2RbcUfL2zAMCF2HoRuQVQV2p8uafqDBCwgBuysBSgvfyAh4vQg0eJGUkdniMEciHAzAX18HCMCdntFifQmHgvDX1kJWFCh2O1SbDYrN1qRedqTo+haGASEAIcwfRbM5nFCP8AZPYU4AAgLCEJEbGw3AaNzNgCzLsDldnfbVXiEEwsEAFNXWYtkJw0BDbQ3CwQCSM3t0SBkfTsDrRcBbD0diIhyJiR1Spr66WgQbvEjJ7nnU0wsHA4BAi9vckbjqmfXYUeU7zFACwJHXgbyMBDwxa0y74gKAgQMHWu8VRcGYMWPw7bffWt18Ph+uv/56vPrqqzjttNPaPZ9jEROao1C+dRPeenQ5VFWFYrMh0OBF/b5K6JoGAFBsNujhcJNxJEk2d4KR99kn9IczKRn+ujoEvHXw19chFGkelBUVimq+5MhLURRrxxz2+xHwNQBCmAd8RYUWDjWeGRRFseKRFcU62GjhMPy1NVY/AHC6k+BOz4BqtyMcCKB27x5o4RAkSYYrORmKajMPprpuHkwN84Bq6DpsDgecbjdCgQD8dbVNlllRVSiRg7dis0G12SDJSpOkJdjgRW1lBdCGG8VsDqe5c2qGMykZAW99i9NRVBWJaRlQVAX++nqE/H7IqhJZzzYoqg1BXwNC/tZ3Vs5ENxLT0uFKSoa/vg71VZUIBw7/pNho2TemOhywO12wORzmgVCWsX/XziZ1R5Jl64DaHJvTZcZSV9tk3ah2B+wuFxwJCbC7EmF3uVC3rwK1e/dY003OzILTnQS7KwFaOIRAfT10LQy7KwF2pwuGoUPXNBiaBl0LN3ofeYXDMPQD9UiSZSSkpEIPhyMHXjUyHQO+2ppm45cVJVK/I/Xcqvc2SAAMXYeum/M1dD2S4NrMsouME1nB1jRDgQB8NdVNt4lGElPTzDg1DVooZCWawjCTRFkxtzdJUaAFgwj6fE2WszWqzQ5XcgoMXUPQ74Oh6ZAkAJIECRIgR/5LktkdEqRIN0mW4UpOQVJGJlS7A8LQEQ4E4K2phq+mGkG/z1pOV1IyHImJ0IJm7IicAAQbvNa2LckykrN6wJnohs3hhBBGZHlDCAeDkeU2x5dVFc5ENxSbDcGGBoSDAbjTM5Ca3QsOVwIgSQgHA6irrIC3ugo2hxOOhET46+sOKVuz3rkhDB1Bvx96ONS0jBUFciQpU+12MxFKMBMhIQSqynaguny3tT5TsnvC0HWzTtlscLgSAQkIeOsR8HoPuclUsdngcidBdTjgrdpnJtzRfqoK1e6A6nBAtduh2uwwdN1ch5HYFdWGoL8BwYYGSLKC0bOuxr6dDtjsdoSDwSb7zihJMtMYGI2+xdOojA8MCEAcuDG2cf9QIID9u80HKZvbPAAc9K2gSD2q3rMbQghz+GjdkmD+B+BtaMCfH3sMC2++CftKd0CSZdyyaBFmTrsEDi0EQ9dRv78KdfsqzXkYBnRdN7cBWTaPV2ag1jan2GxwupM69Rd/24sJzVEQhoCiKOZBoKEBdpcLeSOK4HQnQQsGEQ4F4UhIhNOdZLV2GJqGlMgZ994ft2Ln9/+FVlYKV1IyXO5kpPbsbbbaCAFd1yIHj7B18DA0HZIsAZBg79ETjkQ3VLsdWigIPRyGI9ENpzsJhqbB762DrmlwJCRCtdvRUFMNb1UVhDDgcicjKzcfWbn5SM7qgaqyndjz4xYE6usQaPBCVW3IOXE4ktIzEPB60VBTbbWEyIoCWZHNpERRzJaoYAABbwMSklMxYMw4pGb3gr++zmxFCfihh8PQQiHo4ZB5AIxuOOEQDN2A3enEwLHjkZyVbbVEmK0RhvVe1zWE/X6EAn44Et1Iysi0NiwtHEJN+W7U7N0Dd3oGeuSfAHd6BgCztaOhuhre/VXwVlehfn8VhK4jKzcfNpcLQtcPHJy1MFJ79rLKKOT3IejzRRK2JBi6hoaaGjRU74e3phr7du6AKykJPfsXHNLa1txd/JIswWZ3QLU7oGthhAJ+hINBhAN+hANBhIN+aOEw+p44Ar0GFEBWVNRW7LVa+STFTARlWTbfKwr0cBgNNdXw1dUirVdvJGVkQVZkBH0+K/6Q3wdfXQ1q9u5GYkoahpx6BhJSUlFbsScy/TrU7C03D8RJybC7XAj5faitq7USaznSQuZMVK0DUbS7MyERruRkCAHUVVagoWY/VJsdNqcTuqYh5PdBkmT0PXEE3GlpZvmHwtDCIWjhMPRwqEmSZFh1X7O+LutUVciKCllRIITRaJvQoIdDsA4YkZYRZ6IbGX1y4ExKNtedLJmtJpKEkM+HuqpK+GproKg2ON1uqHYzmZdlOTJ/HYauwdAN2BwO2BMSoKo2KwmXpAPTkyTZmr6h6/DV1sBXVwtFtcHucpkJV6Q+WC09jb662riboevw1dVi96YfoIVDUBTzgJ+Ylo7sE/rDkeCGzemEFgqhoaYaIV8DXEnJsDkcEIaArutwJCQgObMHbE4navaUo3ZvOfz19ajbVwlJksyDud0OV1ISVLvZihqtk0GvF5oWRnJGFlS7HfX7q7Br0/fQgmbCrqgqkrOy0SPvBGihEAIN9UjJykY/zyi4klMQ8vkQaDBbAIMNDZAVGZkJiVBsNquMmySomoZwIID6qn0I+hqsdZGa3QtDTzsTrqRkVJWVWvXTmZgJTQsj6PNCCDOpS+3Z+5ADbDQ5DzY0IL1PDpIze0BWlEZJXOhAYhcKQlFVOBLNfW/I70egwQtHYiKSM7Ig2+1mK3hk/PvPyo5sz3IkNzFb6KIUmw12pxPCENDCZuJgtehF85xIgiBJZmu5MAyr/mqhoFmfpUhq0ihZMY89BgQAQ9OBaCukQJM6FgqFMPe663HGhFNx4f+cDyEEPli7BmVlZfjD0nsj2ZdAsMHbJBk167cEzTATnGgdt+KLbFvHIiY0R6F3wWDMeuDRWIdBRNTprBbCaCLXjei6js2bNyOjdw7kSGupdNB6EELAMMwEI3oLQHOiiezB47dHg2EmID3y+zfpHg6HcemllyK//wA8/vjj1ny++u4HfPvDRow8+VQAwO49e3DlNddixYoVuPCCC6xL/I1jjY5rGIbVStvWWxC6GhMaIiI6rOiZenfXUiIiSRIU5fCH1I5IZFqjaRouu+wypKenN0lmAOC+++7DfffdZ33Oz8/HG2+8AY/H02KsUbIsQ7bb233/YFc49i6CERERUbusWrUKr7/+Or788ksUFRXB4/Hguuuui3VYXYItNERERHEoPz8fNTU1TbrNnDkTM2fObNP4JSUlHR9UDLGFhoiIiOIeExoiIiKKe0xoiIiIKO4xoSEiIqK4x4SGiIiI4h4TGiIiIop7TGiIiIjiiMfjgcfjwdChQ6EoivV5+vTp2L59O0aNGgWPx4Nhw4Zh2rRpqK6utsZdvXo1Bg8ejIEDB+Liiy9GXV1dK3OKL5Jo7oEzx6GcnByUlZXFOgwiIooz0UcfFBQUQDmGfva/pKQEHo+nyW/RBINBGIYBl8sFAPj1r38NAPjjH/8Ir9eL/v3748MPP8TgwYNx/fXXw+Vy4Q9/+EOXxdzSuuyIYzR/WI+IiOhIvHAZUL29c6ad1g+Y8VK7R3c4HNZ7XdfR0NAAt9t8mORbb72FoqIiDB48GADwy1/+EpMmTerShKYzMaEhIiI6joRCIYwdOxY7duzAiBEj8I9//AMAUFpairy8PGu4/Px8lJeXQ9M0qGr8pwPxvwRERERd6ShaULqC3W5HcXExQqEQfvWrX+HPf/4zbrnllliH1el4UzAREdFxyG63Y86cOXj22WcBALm5udixY4fVv6SkBL169TouWmcAJjRERETHjR07dsDn8wEADMPAK6+8ghEjRgAAJk+ejK+++gobN24EAKxYsQKXXXZZzGLtaMdHWkZERETYsGEDFi5cCMBMaEaOHImHHnoIAJCUlIQnnngCU6dOhaZpGDZsGJ555plYhtuh+LVtIiKiVhyrX9uOR535tW1eciIiIqK4x4SGiIiI4h4TGiIiIop7TGiIiIgo7jGhISIiorjHhIaIiIjiHhMaIiIiintMaIiIiOKIx+OBx+PB0KFDoSiK9Xn69OkoKSlp0s3j8WDbtm3WuKtXr8bgwYMxcOBAXHzxxairq4vhknQs/lLwUdgf1vBptRfZDhuy7SpcigxDALoQ0AEYQpifISABUCQJcuS/KkmQJfN9oiLDIR/ILQO6ge3+ILb5ggCATLuKLLuKTJuKZFVBnaZjX1iDXZbRw65CgYQ9oTD2BMMIGQK6EHDIEpJUxXwpMhIVBZJkxubTDdRpOsJCwCXLSFDMl12WoRkC9bqOOs18+XUDSaqCdJsKAwJezYAiSch2qEhUFAQNA9VhHdVhDfsjMQ1KdCJZNX8wKWwIa1qyBGTbbbDLEkr8IfzQ4IdTltHLYUOqqkCWJBhCoFbTUa/pcCgyUlUFCYoMGRIMCFSGNFSGNLgVGT0cNmTYVLhkCZIkQTMEvLoOmyTBpciQJQkAIISAAGAIwIBZJj7DwP6whqAhkG23IcOmIGAIVITCCBgCNkmCKgF2WYYqSbBJgE2WYQgBv2HApxvwGwYCujltALDLZlkmKjISZBkuRYZfN1Cn69AFoEoSFAmRaUtQJAm2SDdJkiCEQL1uoF7TkaDISFYVaEKgKqTBqxuHjK/K5v/oeA26AQEBCRKcsoRkVYFdlhDQBYKGAZsswSXLaNANVIbCaNAN2CQJtsh07JH/0W5N/ksSfLqB/ZqOQONYIuMEDAGvpkMASLMpVvlHtwcDQChSPkFDIEmRkW5TERICtWGzLiYoMpyyDAEBIWCWWeR9lCQBEsxylaLdGvWLztOAgF2SkWYz65UQAiEhYJfMuhKtm9VhDX7DQFgIpKoqMmwKJElCQ2QbUCUJDlmGTZLgkCWrTgFA0DBQGzaXWYnUkWi5qo3KFQA0Q6AyHIZPN9DTbkOiqiCgG9gVDMEmSchx2ptMWzME9obCCBoCdtmcdzQOn27Aq+twyDKy7CqURsvToOto0A3oQphlKUvm9i3LVixtZQgB3dqfCSgw64jcwnSi+ztVPvx8hBDwGwJCCKuOHWl8LU23I6ZzrCsuLgZgPovJ4/FYn6PdkpKSmnSL8nq9mDt3Lj788EMMHjwY119/Pe6++2784Q9/6JrAOxkTmqPwvdePq74r6ZBpJSpy5GCjw2+0/OPNEoCD+8oAjA6IQZUA7Qh+N9ohSwi2EGuGTUXAMA+yB7NLEkId+APVciSWg9ebKkUPbodnkySEY/ij2YoEiDbGSm2nSkCyqsCrGQgJM1FNtykwAOwLaYdsS/ZIItLSNqhI5jCABL9x+NJSI0lO0BBN5uVWZHgbbRsuWUIvhx26EAgYBipDWpvqggwgSVXg141WtykJ5j4mQZGhSJKZpIhI0oJG7yMnYHorm0I00bdHkmCbZK6LmrAOAOjttKG3ww5NCPj1A8m/FkmyJAC1mo5AM9urTZKtxNreKJm2yebJoDeSzLkVBX2cNiTICmo0DTVhHdWR/6k2BTkOO+yyhN3BMKrCGpyREzcJQFiYJ33hyPyTVQUpqoKQME++dIFIci1BANCEgCIE7nbp0BsCkCQZf/jsRuxtKEPj1Ekc8qbRym/cXQKaT7kkCAhkJ+bg1pP/HyQAcmR9SZJZ1jKkSFJvTm6HPwgDQIk/CJskwRBAWcDstsMfjIxrrjsJwOp//B+GFBbClpuPzQ0BXDTnKsy66AL8+u57zRAjJ3/RE3BFMteBmSia85clIM12IJE+ljChOQoFCU6sGJqHvcEw9kTOphQAsmRWRAXmzjFaKfTIhnTgrMf8X6/pqA7rCBgGEiNn5vkuBwYkOKBIEipDYewLaagMa6gN60ixKciwqQhFWhRChkAfpw29HHY4IjuDoGGgXjNbB+o186zN3A2bG2uSqsAuSfAZhrXT8RkGHLKMZEWxNnKnIqFO07E/rEOVgETFbDXYGwpjf0hHsiojzaYizaYgzabCrxvY2BBAqT9kLotNQaqqWK0Ne4Jh1Go6ChKdGJrogiYEdgdDqNcMGJGWrKTIvIPWGbSAIcx+WXYbsuwqvLqBvcEw9oc1NOgGAoZhtUaFhbDOUqM7gOiGKMMsG5csI92mwCHLVutWkqqgh12FS5ahCYGwEOZ/w/wfEuZZqiuSfDoVczrRM9awYcAbaSlp0HX4dQGXIiFJUaDK5kFEi5R9dJqNu0mRg2+SosCnG6jRzBavDJsCt6KY40XqT9ga19xLJikKElVzh20IwG8Y8GoGgsKAS5bhkCWEDIGAYbaEZNlVJCmKtYwho+n/cCTGcKP3LkVCmk1FQmT9RF9hYSaUSZGfMa/RNNRqurlDbrQN2CSz1dAuS6jVzFY9uyQjxaZYB8WAblg7YDmy4462yERTgsbHi+gxPNpNAFYrqE83UBkOozasW62VDbqOfSENEoCTUhKRZbfBGTlwVms6yoNh6EIgw6YiJVJnw5H1Eoqsh6BhRFqizGFkoNH6gFVO0fING4BLkZBtt8GlyNgTNOtbul1FX6cdIcPAloYgykNhJEoyMmUVo5IT0dtpQ4IsIygEgoZAyDAQipSfW1HgN8xtoFbTrZbBRCXSohlJ5oOGuV37dAMNmpkMGIC1b5IjCZyCAy3GjVuPlci6PDA9gbAwzP+RdRI0jMj2pEIA2BkIYZsvCLssIUE29zU9ZBtUGVbidGKk1VeJnEiEIglP43rYuO5pQiAoBFJUBb0dNtRpOn7wBuA3DKSpKlJtCgYlOpGiKqgJ69gZCCEkBHo7bBiS6EJImNuDFEkw1UgLLADUaQZqI9tantMBRYK1X1QjLXNOAAp02CUJshypkQedgEiHvGlUKRv3a/HERVj7aCXSWh1t3RTGgVbmxvyRpLg2kkwCQF3YgL+hAeefcjIMXcfECy7EVTfdAkVRsGl7CTL79EVDZNmSc3JQsacce32BI3ridprt2EwdOj2qN998E4sWLYJhGNA0DTfffDNmzZqFiooKXHnlldi2bRscDgdWrFiB0047DQDa3a+r9XDYcHF2WkzmTUREXSP6/KH+CQ4oioKVk1bELBYRSXIkACluF2QAw5PMk0MZEgYN7Iddu3YhKysL+/bvx8+mX4Z3Hl+BBTffjCy7DXU2BcPdLvPSqmQmREPdTthUGwCzNUhYLXXmJexoi5ARmfexevNtp8YlhMDll1+Op59+GsXFxVi9ejWuueYa1NfX47bbbsO4ceOwZcsWrFy5EjNmzEA4HAaAdvcjIiI6nkmRS0GN72WSJcm830+W4HQ60aNHD0iShKyMDMyd+3N8+skncMgy+ufnYWdpqXWf0Y4dO9CrVy+47Hbznjw5cg9Y5J6tBEWBS5HhVMx7AhMjLZ3H6n1KnZ5oSZKEmpoaAEBdXR0yMjLgcDjw8ssvY968eQCAMWPGoHfv3vjwww8BoN39iIiIurOKigrrJD8YDOL1119HUVERAGDy5Mn46quvsHHjRgDAihUrcNlll8Us1o7WqZecJEnCqlWrcPHFFyMxMRHV1dV4/fXXUV9fj3A4jJ49e1rD5ufno7S0FFVVVe3qd7Bly5Zh2bJl1mev19tJS0lERHRs+OSTT7B48WIoigJN03DmmWdi4cKFAICkpCQ88cQTmDp1KjRNw7Bhw/DMM8/EOOKO06kJjaZpuOeee/D666/jtNNOw/r163HRRRc1+3WyjrZgwQIsWLDA+pyTk9Pp8yQiIuoq+fn51hWQqIsvvhgXX3xxi+NcdNFFuOiiizo5stjo1EtOxcXF2L17t3XT7pgxY5CTk4MNGzZAVVXs2bPHGrakpAS5ubnIyMhoVz8iIiLqvjo1oenbty/Ky8vxww8/AAC2bt2Kbdu2YdCgQZg2bRoee+wxAMD69euxa9cunH766QDQ7n5ERETUPXXqJafs7Gw8/vjjuPTSSyHLMgzDwCOPPILc3Fzcf//9uOKKKzBw4EDY7XY899xzsNnMr421tx8RERF1T5IQMfx51C6Uk5ODsrKyWIdBRERxJvo7NAUFBVAiPyBJ7dPSuuyIY/Sx+vs4RERERG3GhIaIiIjiHhMaIiKiOJOfn49BgwbB4/Fg6NChePTRR7F9+3aMGjUKHo8Hw4YNw7Rp01BdXW2Ns3r1agwePBgDBw7ExRdfjLq6uhguQcdjQkNERBSHVq1aheLiYrz11lu4/fbbUVdXh08++QTFxcX49ttv0bt3byxZsgSA+eOyc+fOxRtvvIEtW7agd+/euPvuu2O7AB2MCQ0REVEcy8vLw6BBg7Blyxa4XC4A5s23DQ0N1nOX3nrrLRQVFWHw4MEAgF/+8pd48cUXYxZzZzg2nwFORER0jNp57S8R2nnoI3c6gr1vLvr+6cie5v3f//4XGzduRGFhIUKhEMaOHYsdO3ZgxIgR+Mc//gEAKC0tRV5enjVOfn4+ysvLoWkaVPX4SAXYQkNERBSHpk+fDo/Hg2uuuQZPPfWU9ftsxcXF2Lt3LwYPHow///nPsQ6zyxwfaRkREVEXOdIWlM6yatUqeDyeZvvZ7XbMmTMHv/jFL3DLLbcgNzcX7733ntW/pKQEvXr1Om5aZwC20BARER0XduzYAZ/PBwAwDAOvvPIKRowYAQCYPHkyvvrqK2zcuBEAsGLFClx22WUxi7UzHD+pGRERUTe2YcMGLFy4EICZ0IwcORIPPfQQACApKQlPPPEEpk6dCk3TMGzYMDzzzDOxDLfD8dEHREREreCjDzoOH31ARERE1AomNERERBT3mNAQERFR3GNCQ0RERHGPCQ0RERHFPSY0REREFPeY0BAREVHcY0JDREQUZ/Lz8zF48GBommZ1Gz16NNauXYv9+/fjlFNOgcfjwb333hvDKLsWfymYiIgoDgWDQTz55JO45pprmnR/77334Ha78e9//ztGkcUGExoiIqIj8M8VG1Bb6e+UaadkufA/vxzRpmGXLFmChQsX4oorrkBCQgIAQNM03HzzzaitrYXH48EDDzyAs88+u1NiPdbwkhMREVEcKiwsxMSJE7F8+XKrm6qquOuuuzBx4kQUFxd3m2QGYAsNERHREWlrC0pXuPvuuzF27FjMmzcv1qHEHFtoiIiI4lR+fj5mzJiBe+65J9ahxBxbaIiIiOLYokWLMGTIENhstliHElNsoSEiIopjmZmZmD9/PsrLy2MdSkxJQggR6yC6Qk5ODsrKymIdBhERxRld17F582YUFBRAUZRYhxPXWlqXHXGMZgsNERERxT0mNERERBT3mNAQERFR3GNCQ0RERHGPCQ0RERHFPSY0REREFPeY0BAREcWZ/Px8DB48GJqmWd1Gjx6NtWvXxi6oGGNCQ0REFIeCwSCefPLJWIdxzGBCQ0REFIeWLFmCu+++Gz6fr0n32tpaXHXVVRg2bBgKCwvx85//PEYRdi0+y4mIiOgI/O33d6F2755OmXZKdk/85JbFbRq2sLAQEydOxPLly7Fw4UKr+w033ACXy4UNGzZAlmVUVlZ2SqzHGiY0REREceruu+/G2LFjMW/ePKvb6tWr8cUXX0CWzYswWVlZsQqvSzGhISIiOgJtbUHpCvn5+ZgxYwbuueeeWIcSc7yHhoiIKI4tWrQIzz33HHbv3g0AuOiii/DAAw/AMAwA6DaXnJjQEBERxbHMzEzMnz8f5eXlAIDly5cjGAxi+PDh8Hg8uP3222McYdeQhBAi1kF0hY54NDkREXU/uq5j8+bNKCgogKIosQ4nrrW0LjviGM0WGiIiIop7TGiIiIgo7jGhISIiorjHhIaIiIjiHhMaIiIiintMaIiIiCjuMaEhIiKiuMeEhoiIKM7k5+dj0KBB8Hg8GDp0KB599NEWh124cKH1I3sejwcvvfSS1c/n8+FnP/sZBgwYgIKCArz66qtdEX6n4LOciIiI4tCqVavg8XiwY8cOjBgxAhMmTMCIESMOGe7mm2/GvffeCwDYtWsXhgwZgrPPPhuZmZl44IEH4HA4sHXrVmzfvh0nnXQSJk6ciIyMjK5enKPGhIaIiOgI7HvmO2hVgU6ZtprhROasE49onLy8PAwaNAjffPMNLr/8csiyDE3TcO+992LKlClITU21hvV6vRBCWM95WrVqFZ588kkAQL9+/XDGGWfgb3/7G6666qoOW6auwoSGiIgojv33v//Fxo0bMW/ePLz//vsYP348DMNAXV2dNcxDDz2ERx99FGVlZXjiiSfQo0cPAEBpaSny8vKs4fLz81FaWtrly9ARmNAQEREdgSNtQeks06dPh8vlQkJCAp566il8+umn+PWvf42f/vSnmDRpEjwejzXs/PnzMX/+fKsVZ9KkSXF5Wak1vCmYiIgoDq1atQrFxcX49NNP8dOf/hTLli3DypUrkZCQgFmzZuH3v//9IeMUFhaiT58+WLt2LQAgNzcXO3bssPqXlJQgNze3qxahQ7GFhoiI6DiwceNGnHjiiTjxxBOhqireffddAMD333+PoUOHAgC2bduGr7/+2vo8bdo0PPbYYxg3bhy2b9+OtWvXYsWKFTFbhqPR6S00wWAQ119/PQYOHIjhw4fj8ssvBwBs2bIFJ598MgoKCjBmzBh899131jjt7UdERNRd3X777TjxxBNRVFSEZ599FkuWLAEA3HLLLTjxxBPh8Xgwffp0PPLIIxgyZAgA8xtQfr8f/fv3x7nnnotHHnkEmZmZMVyKoyA62Q033CCuv/56YRiGEEKI8vJyIYQQEydOFCtXrhRCCPHKK6+I0aNHW+O0t19r+vTpc5RLQkRE3ZGmaeL7778XmqbFOpS419K67IhjtCSEEJ2VLDU0NKBXr14oKytDcnKy1b2iogIDBgzA/v37oaoqhBDo1asXPvnkEyQnJ7er34ABA1qNJScnB2VlZZ21qEREdJzSdR2bN29GQUEBFEWJdThxraV12RHH6E695LRt2zakp6dj6dKlGD16NCZMmIB//etf2LlzJ3r16gVVNW/hkSQJubm5KC0tbXe/gy1btgw5OTnWy+v1duaiEhERUQx1akKjaRp27NiBoUOH4ssvv8RDDz2E6dOnQ9O0zpwtAGDBggUoKyuzXm63u9PnSURERLHRqd9yys3NhSzLmDlzJgCgqKgI/fr1w44dO1BeXg5N06xLR6WlpcjNzUVycnK7+hEREVH31aktNJmZmTjrrLPwzjvvAAC2b9+O7du345RTTsHIkSPx3HPPAQBee+015OTkYMCAAejRo0e7+hEREVH31ak3BQPAjz/+iLlz52Lfvn2QZRmLFy/GJZdcgk2bNmH27NmoqqpCcnIyVq5cieHDhwNAu/u1hjcFExFRe/Cm4I7TmTcFd3pCc6xgQkNERO3BhKbjxO23nIiIiKhrSZKEmpqaZvudf/752LRpU9cG1EX46AMiIqJu4s0334x1CJ2GCQ0REdEReOGFF1BdXd0p005LS8OMGTMOO5wkSVi4cCH++c9/oqGhAXfccYf1jWIAWLFiBd544w1UVlZi8eLFmDNnDgAgPz8fb7zxRpMncR8vmNAQERHFIUmS8PXXX+PHH3/E6NGjccoppyA/Px8A4HA4sG7dOmzcuBFjxozBFVdcYf0o7fHq+F46IiKiDtaWFpSucNVVVwEATjjhBJx22mn46KOPrIQm2lozePBgqKqKPXv2ICcnJ1ahdgneFExERHQckCTJeu90Oq33iqJ0yS/0xxoTGiIioji0cuVKAEBJSQk+/vhjTJgwIcYRxRYvOREREcUhXddRVFSEhoYGPPTQQ9blpu6KCQ0REVEcuvHGG3H33Xcf0v3g38vdt2+f9b6kpKSzw4oZXnIiIiKiuMcWGiIiojjTTZ5adETYQkNERERxjwkNERERxT0mNERERBT3mNAQERFR3GNCQ0REFGfy8/MxePDgJr8APHr0aKxduxZLlixBVlYWPB4PhgwZgosuugh79+61hjvjjDPQr18/eDweeDwenH/++bFYhA7HhIaIiCgOBYNBPPnkk832mzlzJoqLi/Hdd9/B6XTizjvvbNJ/+fLlKC4uRnFxMd58882uCLfT8WvbRERER+CbDVfD7y/tlGm7XLkoHPF4m4ZdsmQJFi5ciCuuuAIJCQnNDiPLMiZOnIjVq1d3ZJjHJLbQEBERxaHCwkJMnDgRy5cvb3GYYDCI1atXY/r06U26/+///q91yenRRx/t7FC7BFtoiIiIjkBbW1C6wt13342xY8di3rx5Tbo///zzWLt2LbZt24bhw4fj0ksvbdJ/+fLlmDp1ahdG2vnYQkNERBSn8vPzMWPGDNxzzz1NukfvodmxYweCwSDuuOOOGEXYddhCQ0REFMcWLVqEIUOGwGazHdIvPT0dTzzxBCZMmIAbbrgBvXr1ikGEXYMtNERERHEsMzMT8+fPR3l5ebP9i4qKMG3aNCxdurSLI+takugmT7jKyclBWVlZrMMgIqI4o+s6Nm/ejIKCAiiKEutw4lpL67IjjtFsoSEiIqK4x4SGiIiI4h4TGiIiIop7TGiIiIgo7jGhISIiorh3RAlNMBjsrDiIiIiI2q1NCc2GDRswbNgw9O/fHwDwn//8B7fcckunBkZERETUVm1KaObPn4/HHnsMWVlZAICRI0fin//8Z6cGRkRERM3Lz8/H4MGDoWma1W306NFYu3YtlixZgqysLHg8HgwZMgQXXXQR9u7dG8Nou0abEhqv14tTTz3V+ixJEux2e6cFRURERK0LBoN48sknm+0XfZbTd999B6fTiTvvvLOLo+t6bXqWk6qqCIfDkCQJALBz507+WiIREXVLV274ESX+UKdMO99lx19HnNCmYZcsWYKFCxfiiiuuQEJCQrPDyLKMiRMnYvXq1Va3H374ATfccIP1qIRf/vKXhzytOx61qYXm+uuvx9SpU1FZWYlFixZhwoQJvIeGiIgohgoLCzFx4kQsX768xWGCwSBWr16N6dOnAwA0TcOUKVMwe/ZsbNiwARs2bMBPf/rTrgq5U7Wphebyyy/HCSecgL///e8IhUJ47rnnmlyCIiIi6i7a2oLSFe6++26MHTv2kBaW559/HmvXrsW2bdswfPhwXHrppQCATZs2IRAI4Gc/+5k1bGZmZpfG3FnalNAAwMknn4yTTz65M2MhIiKiI5Cfn48ZM2bgnnvuadJ95syZePDBB7F//36cc845uOOOO3D//ffHKMqu0aaEZuLEidb9M4198MEHHR4QERERtd2iRYswZMgQ2Gy2Q/qlp6fjiSeewIQJE3DDDTdg0KBBSEhIwIsvvmi10uzbt++4aKVp0z00N910E2688UbceOONuO6665CWloaTTjqps2MjIiKiw8jMzMT8+fOtm3wPVlRUhGnTpmHp0qVQVRV///vfsXLlSgwfPhyFhYV47bXXujjiziEJIcSRjqRpGs4880x89NFHnRFTp8jJyUFZWVmswyAiojij6zo2b96MgoICfsP3KLW0LjviGN2uZznpuo7du3cf1YyJiIiIOkqb7qH5yU9+Yt1Do+s6NmzYgPPPP79TAyMiIiJqqzYlNFOnTj0wgqri9ttv5z00REREdMxoU0Iza9aszo6DiIiIqN1aTWgWLFjQ6sjLli3r0GCIiIiI2qPVhCYlJaWr4iAiIiJqt1YTmjvuuKOr4iAiIqI2ys/Ph8PhgMvlQjAYRFFREf7yl79g/fr1OO+88zBo0CAYhoHk5GSsWLECI0aMwJIlS/Doo4+iT58+CAaDGDhwIP7yl78gOzs71ovTIdr8te1169bh8ccfx0MPPWS9iIiIKDZWrVqF4uJifPfdd6itrcXTTz8NABg0aBCKi4uxYcMGXHzxxZgzZ441zsyZM61xnE4n7rzzzhhF3/HadFPw0qVL8eqrr6K0tBSnn3463nvvPZx11lmYP39+Z8dHRER0TLnqmfXYUeXrlGnnZSTgiVljjmicUCgEn8+HtLS0Q/pNnjwZixcvPqS7LMuYOHEiVq9e3e5YjzVtaqF54YUX8OmnnyInJwevvfYa1q9fD1lu12/yERERUQeYPn06PB4PevbsCVmWrSdqN/bSSy9h1KhRh3QPBoNYvXo1pk+f3hWhdok2tdA4nU44nU4YhgEhBAYNGoRt27Z1dmxERETHnCNtQeksq1atgsfjgaZpuOaaa3DrrbfiwgsvxKZNm+DxeAAABQUFeOaZZ6xxnn/+eaxduxbbtm3D8OHDm02C4lWbmllcLhfC4TA8Hg9uuukmLF++HLqud3ZsREREdBiqquKSSy7B22+/DeDAPTTFxcV4+eWXkZ+fbw0bvYdmx44dCAaDx9WXf9qU0Pzud79DKBTC//t//w91dXX497//jWeffbazYyMiIqI2+OCDDzBo0KA2D5+eno4nnngCjz76aItP6Y43bbrkdNFFF+HMM8/EnDlz8Oc//5n3zxAREcXY9OnT4XK5oGka8vLy8Nhjjx3R7SBFRUWYNm0ali5diocffrgTI+0akhBCHG6ghoYGvPLKK3j66aexbds2XH755ZgzZw4KCgq6IsYO0RGPJiciou5H13Vs3rwZBQUFUBQl1uHEtZbWZUcco9vU1JKYmIjZs2dj7dq1+Oijj1BVVYUhQ4Yc1YyJiIiIOkqbrx2Fw2G89tpruP766/HGG2/g2muvPaIZrVy5EpIk4Y033gAAVFRUYPLkyRg4cCCGDRuGjz76yBq2vf2IiIioe2pTQvOrX/0Kffv2xRNPPIFZs2ahrKwMjzzySJtnUlJSgr/85S8YN26c1e22227DuHHjsGXLFqxcuRIzZsxAOBw+qn5ERETUPbXppuBevXrhyy+/RE5OzhHPwDAMXHXVVXj44Ydx4403Wt1ffvllbN26FQAwZswY9O7dGx9++CHOPvvsdvcjIiKi7qlNLTS33357u5IZAFi2bBlOOeWUJr9UWFVVhXA4jJ49e1rd8vPzUVpa2u5+zc03JyfHenm93nbFT0RERMe+NrXQtNe3336L1157LSb3uSxYsAALFiywPrc3ISMiIqJjX6f+oMzHH3+MkpISDBw4EPn5+fj8889x9dVX4+WXX4aqqtizZ481bElJCXJzc5GRkdGufkRERNR9dWpCc+2116K8vBwlJSUoKSnBuHHj8Pjjj+Paa6/FtGnT8NhjjwEA1q9fj127duH0008HgHb3IyIi6g4kSUJNTU2z/R588MEmJ/5PP/00UlJS4PF4UFhYiBEjRuDvf/+71T8/Px/FxcUdGl9mZiZKSko6dJqH06mXnFpz//3344orrsDAgQNht9vx3HPPwWazHVU/IiKi7u7BBx/EGWec0eR+04kTJ1o/m/L555/jwgsvxJQpU2IUYefo0oRm7dq11vvs7Gy8++67zQ7X3n5ERESd7oXLgOrtnTPttH7AjJfaNOiKFSvwxhtvoLKyEosXL8acOXNw1113Yffu3dZjEZ5++ulDxqupqUFaWlqz09yzZw/mz5+PkpIS+P1+TJkyBffccw8AYMuWLbjhhhtQUVGBYDCIq6++Gtdffz0A4B//+AduvfVW2Gw2TJ48uX3LfpRi1kJDRERE7edwOLBu3Tps3LgRY8aMwRVXXIHFixfjqaeewqpVq+DxeAAAxcXFWLNmDTweD3w+H3bt2oVVq1Y1O81Zs2bh9ttvx+mnnw5N03DBBRfglVdewcUXX4yf/exneO655zB48GD4fD6MGzcOJ510EvLy8jBnzhx8/PHHGDp0KB5//HFUVVV14ZowMaEhIiI6Em1sQelsM2fOBAAMHjzY+sJMS9/obXzJ6dtvv8XZZ5+Nr776Cr1797aGaWhowL/+9S/s3bvX6ub1erFp0yZs2rQJ3333HS677DKrX319Pb7//nuUl5djxIgRGDp0KABg7ty5+NWvftXRi3tYTGiIiIjikNPptN4rigJN09o03rBhw5Cbm4t///vfmDZtmtU9+qzqzz//vMm0AeC7775Denp6szcP/+Mf/2jyWZKkti5Ch+rUbzkRERFR10pOTkZtbW2L/cvKyrBlyxYUFBQ06e52uzFx4kT87ne/s7rt3r0bZWVlGDRoEJKTk7Fy5Uqr39atW7F//36MHz8eGzZswMaNGwEATz31FEKhUAcv1eExoSEiIjqOzJ8/H7/4xS/g8XisFpXoPTQejwfnnnsuli5disLCwkPGff7557F161YMGzYMw4cPx8UXX4yqqiqoqorVq1fj9ddfx4gRI3DiiSdi7ty58Pv9yMrKwlNPPYWf/OQnKCwsxJYtW5CRkdHFSw1IItrGdJzLyclBWVlZrMMgIqI4o+s6Nm/ejIKCAiiKEutw4lpL67IjjtFsoSEiIqK4x4SGiIiI4h4TGiIiIop7TGiIiIgo7jGhISIiorjHhIaIiIjiHhMaIiKiOHPnnXfiqquusj5/8sknkCSpyUOg582bh9/+9reYNGkSRowYAY/HgwkTJuDrr7+2hpk/fz7y8/MhSVKzvwIcT5jQEBERxZmJEyc2SV7WrFmDk0466ZBuZ555Jl5++WVs2LABxcXFWLBgAWbPnm0N89Of/hSffPIJ8vLyui74TsKEhoiIKM6MGzfOeiwBAKxduxaLFy+2Epry8nKUlpZi/PjxSE1Ntcarra1t8qyl0047rcUHWsYbPpySiIjoCPzqX7/CzvqdnTLtvkl98fBZDx92OLvdjpNPPhlr1qzBpZdeiu3bt+P888/H/PnzEQgEsGbNGowfP956yOSVV16JNWvWAADefPPNTok91pjQEBERxaHoZae8vDyMHTsWgNly89lnn2Ht2rWYOHGiNexf//pXAMAzzzyDW2+99bhMapjQEBERHYG2tKB0hYkTJ+LJJ59Ebm4uzjjjDADA6aefjjVr1mDNmjV4+umnDxln1qxZmDdvHqqqqmLyAMnOxHtoiIiI4tCYMWNQUVGB559/vklC89JLL6G8vBxjx45FTU0Ndu/ebY3zxhtvICMjA+np6TGKuvOwhYaIiCgO2Ww2nHrqqfjmm28wePBgAEBBQQHq6+tx6qmnwmazoba2FtOmTYPf74csy8jKysLq1autG4OvueYa/POf/8SePXtw7rnnIikpCVu3bo3lYrWbJIQQsQ6iK3TEo8mJiKj70XUdmzdvRkFBARRFiXU4ca2lddkRx2heciIiIqK4x4SGiIiI4h4TGiIiIop7TGiIiIgo7jGhISIiorjHhIaIiIjiHhMaIiIiintMaIiIiOLMnXfeiauuusr6/Mknn0CSJOtp2wAwb948/Pa3v8WkSZMwYsQIeDweTJgwAV9//TUAIBAIYOrUqSgoKEBhYSHOOeecuP1RPYAJDRERUdyJPpgyas2aNTjppJMO6XbmmWfi5ZdfxoYNG1BcXIwFCxZg9uzZ1jBXX301Nm3ahG+++QZTpkxpkiTFGz76gIiI6AjsvPaXCO0s7ZRp2/vmou+fVhx2uHHjxmH37t0oKytDTk4O1q5di8WLF+P3v/89AKC8vBylpaUYP348nE6nNV5tba312AOn04nzzz+/yTQfeOCBDl6irsMWGiIiojhjt9tx8sknY82aNQgGg9i+fTvOP/98lJWVIRAIYM2aNU2SmSuvvBJ9+/bFb3/7Wzz77LPNTvOPf/wjpkyZ0pWL0aHYQkNERHQE2tKC0hWil53y8vIwduxYAGYry2effYa1a9di4sSJ1rB//etfAQDPPPMMbr31Vrz55ptNprV06VJs3boV//rXv7puAToYW2iIiIji0MSJE7FmzRqsWbMGZ5xxBgDg9NNPt7qdeeaZh4wza9YsrFmzBlVVVVa3Bx54AK+//jreeustJCQkdFX4HY4JDRERURwaM2YMKioq8PzzzzdJaF566SWUl5dj7NixqKmpwe7du61x3njjDWRkZCA9PR0AsGzZMrz44ot47733kJqaGoOl6Di85ERERBSHbDYbTj31VHzzzTcYPHgwAKCgoAD19fU49dRTYbPZUFtbi2nTpsHv90OWZWRlZWH16tWQJAllZWW48cYbccIJJ1iXpxwOB7744otYLla7MaEhIiKKU2+//fYh3crLy633eXl5WLduXbPj5uTkQAjRabF1NV5yIiIiorjHhIaIiIjiHhMaIiKiVkR/iO54ujwTK9F1GF2nHYn30BAREbVClmXYbDZUVVUhIyOjUw7G3YEQAlVVVbDZbJDljm9PYUJDRER0GLm5uSgtLcX+/ftjHUpcs9lsyM3N7ZRpM6EhIiI6DLvdjgEDBsAwDF56aidJkjqlZSaKCQ0REVEbdeYBmY4OS4aIiIjiHltojoKvvgZ7dn0X6zCou2PzN1H3EuNtPrfgJKiqPaYxNIcJzVEo274eO/fNi3UYREREXSY7Zx3U5IxYh3EIJjRHIb1Hf+zbe02swyACwK+REnWpmG9ysQvA5nDFbN6tYUJzFDJ7noDMnrfEOgwiIqJujzcFExERUdxjQkNERERxjwkNERERxT0mNERERBT3mNAQERFR3GNCQ0RERHGPCQ0RERHFvU5NaAKBAKZOnYqCggIUFhbinHPOwdatWwEAFRUVmDx5MgYOHIhhw4bho48+ssZrbz8iIiLqnjq9hebqq6/Gpk2b8M0332DKlCm46qqrAAC33XYbxo0bhy1btmDlypWYMWMGwuHwUfUjIiKi7qlTExqn04nzzz8fkmT+RPO4ceNQUlICAHj55Zcxb575HKQxY8agd+/e+PDDD4+qHxEREXVPXXoPzR//+EdMmTIFVVVVCIfD6Nmzp9UvPz8fpaWl7e53sGXLliEnJ8d6eb3ezl04IiIiipkuS2iWLl2KrVu34r777uuS+S1YsABlZWXWy+12d8l8iYiIqOt1SULzwAMP4PXXX8dbb72FhIQEZGRkQFVV7NmzxxqmpKQEubm57e5HRERE3VenJzTLli3Diy++iPfeew+pqalW92nTpuGxxx4DAKxfvx67du3C6aefflT9iIiIqHuShBCisyZeVlaGvn374oQTTkBSUhIAwOFw4IsvvsDevXtxxRVXYPv27bDb7XjkkUcwceJEAGh3v9bk5OSgrKyssxaViIiI2qkjjtGdmtAcS5jQEBERHZs64hjNXwomIiKiuMeEhoiIiOIeExoiIiKKe0xoiIiIKO4xoSEiIqK4x4SGiIiI4p4a6wDimr8GqPgB0AKAHgIkGbAlAPYEwJYI2FyAPdHsJknmMMF6oK4caKgE3D2AtHxADwN1uwD/fkAIc9jkHCA115xWY3oYqN4B7N8GKHYgLQ9wpprTDfvMbrYE833DPkAPmv1daYArFbC7zWn4qgDfPnOYYJ3Z3ZVqzj/UAIT9QLgB0EKAM9mchqyY46oOIKkXkJgFCB3QgkB9OVCzEzA0MyZ3tjmP+j3m8tgSAWcKkJQN2JMA7x6gbrc535QcwNHo0RT+aqC6BFCdQGIPc/6yas67didQW2Yuo7uHOe36vUCwFnAkm/OIvoRhLl/Yb87XmWqWVd1usywcSeY8gvVAyAvItkZl5gJUFyBHcv6GfcDeb83lS+oNJGaa7w0NUByAzQmEA0BDBeDdC3grzeVIywd6FQLJvc1YowwDqN8NVG0FIJn9EzLMfkKYcYb9ZjmG/ea4Sb3M9dpQaa4DwCzXhHRz2ZRGm3PYb9ZN/37A3dMcz55oll2w3owx6DU/q85D/2sBoGaHWX6uNHN8CCBQZ9YpxW4ut2Iz32sBc3uw+kW6K3azXFxpkfoTMuvXwbQgEKg98ArWmcuVMQBI7mOOGxXymeutcpM5nDPFLEtDM+uILcGsM9H6YHMdmK4z2Sw/CKCm9ED9lBRzHpIS2XYqzXWY3BtIzTPXC4RZp0TkPxD53Lhb42F0cxto2GfW895F5vS8FWb5KaoZY6AG2LfF3IZkten6kyL1T1bNMnBnA2qku6SY/2U1Ul8dZvn49kW27ypzXdmc5jpRI/9tTnN4PQxUbYvEYjNjdGeZy+vucWCZoq/6PUD1drOcnSnmutTDZtlHY5QV8z9grm9/tTlu4/oiK+a2EvaZ5ZaSY8ZetzuyrhIP7IvCfnOd2t1mzMF6c/6BGvO/JJnbmLuHWWZ15ea0EtKBhExzm1KdwL7NQOVGs/7Jqjm9pJ7mdgwAhm7WH2GY74Vuzrtut/kSetPls16ROnNwt0M+K43KS2lUfpK5LDWlZuzR/XhyHyBzgLlvqN5uxhBqMPul5gLZw8zl8u4117PNdWBf5t9vjudKNfdpdbvNugWYw7jSzHWelG2uB8Vu1oH9P5rLn5hl7o/D/gPzDPvN9SKr5j7xvN+b5XSMYUJzNMqLgb9O6dx5yKq5YSPyc0HRHenRTM/QjjqsoyPBWp4o1WXuaAFzJ9gZogfqIxrHZe6Eg3UdE4Mkm6/oAa8jOZLNWCXFPKgdbV3paO2te5Js7oTtbsC3HwjVd3xsXUW2AUY41lFQPJJVMyn8ce2Rj2t3A5DM/V9H1L9zlx79NDoBE5qjkTEQmPw784xAcZgHqJDPbNkI+Q60coR85vCK3WxxiZ6Ne/earS2KzczIEzPNnbehAbW7zFaKsN8cN3p2L6tmhp4xwDzbqNlhZuiOZDNj1oJmRm1LMDNt1XHgbMZfbb5Uh3n2khg5g3Gmmi0UgRrzYGhPiJzJucyYA3WRJEOYO2TNb55N+PaZn1W72ZKS2teMr3qH2VKRkGmeBQDmcvirD5xRJPUyX6EGs9XFt9/c2IRhnnGl9TPP9r0VZmyGbq6DlBwgpa85bP1ec9pJ2eYZY9AbOROPLK8km8uoOs0Wofo95rKm9DlwNhP2m2eJ0TN8q3XKd+DMRAuY67zHiWbSVVduLkv07EsPmcOqTvMMOjHLPGN0ppgtCeXfmMsXPdMFzIQmJQfI6G/GWbfLHEaSzM9q5Cza5jLLwtDMMy1vhblMKTlmWfn3HyhXf415xmyEgdyTgOzhZhzeveayawHzZU80W20cSWbsWsCsN9H+WtBctrR88yzWX2OOLytmPVPtgK6Z5aOHzFY8m8tcXtVhxqCHIv+Dkfqz35yu3W3WL+mgq92KvWnrmt1tnnFXbT2wboJ1QHo/s66lnwBkDTITnUDtgRY2WTHLLFgXqQt1Zn2NtuIEas1tK3pmn9QrUh7RM3PDXIbETDOZjbYIGlpkG4yUT7ScIB30PtpPOpCIJfYwl3/31+a0Uvqa24qhmfHZ3UBWgdkqK4zIuou8or97qgXMsm+oMNdr41YhI3ygnjpTzG06+rIlHChXq15HWkck2VyPqX3NZQ95zW2qZofZutN4OSXZrNfpJwCu9AOtaIrNXE+SdKDF0tDM6UVbhqMtu3rIrA+GfqC1KFBjrhMtaG6XiVnmNuivNsezJZjrNdRoW3Wmmq0PzlRzXjU7IttFllmeRths6fFVRRJgr7m/7DHEXNeGZsbv3WsOJ0mNWloa/VcdZmtecm/z/cHL1+rnZroJcaCOCf1AnXMkmXUxuXdk+3KY66RqqzlOej9ze7e5zM/eCqDiO3OdJvUy10U4YNZzu9tsnQLMdRgdxpl8YFuLbgPevWY90ALmcqafYJZnQ6W5L7W5DlxtsCeY60XoB2I+BvGXgomIiCim+EvBRERERGBCQ0REFFcMYaCtF1eEEKjyVyGoBzs5qtjjPTRHIWyEUR+qR1gPI2SEEDbCCOthGMKAQ3HAJtvg03yoD9XDpbqQnZiNNEca5Mj9A0E9CJ/mg1NxIsFmfptJN3R4w14YjW7olCA1ma8kNf3cXHen4oRdsQMAQnoIdaE61IfqUR+qR4KagKyELCTaEhHUg9AMDW6bG0rkmyRCCISNMPTITatOxQlJkmAIA7XBWgT1oDX9sBFG2AgjQU2AS3VZMeiGjpARQkgPIagHEdJDEBCwy3YosoKQHkJADyCoBRHUg1BlFRnODKQ6UyHBnJeAsP4LYb4/+HNQD6IuVAe/5odLdSFBTUCCzXwpkjmfsBG2/ttkG5yqEw7FAafqhAQJNcEa1AZrYZftSLQnIsmWBJtiAwAEtAD2B/ZDFzpkSYYMGZIkQYIEWTLfa4aGoB6ETbYh2Z4Mu2JHbbAWdSHzRmJVVqHKKhRJgSqrsMk2K45oXTCEAV/YB2/Ya9WJRFuiFUNQDyKgBxA2wnDIDqu+RJctZIQQ1sNWHXTb3ejt7o1URyp8mg9BLYgUR4pVJ6Jl5Nf8TV660CFBgkt1oY+7D2yKDYYwzHVg6HDZXNANHZX+SuwP7IchDEiQmqyTaH0pbyjHrvpdUGQFqY5U6+VUnSirL0NpfSmcihO93L2Q4cqA2+aGXbZjn38fKvwVkCEj0ZYIAWHVu4K0AvRP7Q+/5sfWmq2oDdYiQU2AXbFDF7q1TdYEa6BICrITspHhymiyDUXrj4jcmC4gzC8nRT6HjTB8YR90oaNHQg9kubJQHahGmbcMhjCQnZiNZFsy9gf3Y79/PxJsCUh3pkORFNSF6hDQA3CpLrhUF0J6CL6wD5IkIdmeDJtswz7/PlT6K63ty6E4kGxPhkt1NSkLn+aDP2y+B4Dc5FzkJefBqTqhSAqCehAN4QZU+iqxrWYbyrxlGJg6EON7j0eKIwV7fXtRHai2tr+wEbbeh/QQZElGVkIWMpwZCOpB1Ifq4VAdyE7IRqItEQ3hBvjC5v1/siRDkRTIkoyQHsIe3x5U+iohICBLMlyqC26bG5IkYZ9/H2oCNZBlGXbZjnRnOnKScpDmSIMudBjCgC50aIYGXejQDR2a0KAbuvk50i06THQbis7br/lR4atAeUM5AloA6c50pDhSrO2w8T4nZISgCx3ZCdnoldgLSfYkOBUnGrQGlNaVYq9vL2RJhiqpsCk2qLKKkB7C/sB+eENeOFSHuU+J7FdSHanoldgLibZEbK7ejM3Vm+FUnchOyIbb5rbiN4QBzdCsZZUgwa7YzZdshyzJ2O3djW2121Afqrf2EaqsQpXMw3J0Oo1fujCPD9H9+IDUAeiV2MvqVheqQ12oDnbZjh4JPWBTbNhcvRm1wVoAQLozHS7VhbARhmZoVowJagKS7EnQhIbaYC18YR8UWYEqqVBkBYqkQEBY430w7QO47Y2+mXqMYEJzFP6z9z/4xbu/6JBpuVQX7IoddcE6a8d6tKIH0bZk5hIkpDhSoAsdDeGGQxIqp+pEUA826d7c/OyyHSEjZO2I4pVDcUCRFPg0X6fNQ4KERFuimcx04nwaS7InQZZk+MN+hIxQq8MqkoIMZwaqg9UIH0PfzLHJtmMqnmPOf2IdQNeQIMEm21qsxzbZZiXwX4S/aHYYh+IAYCax0X2bBAmpjlS47W5UB6rh03zwab5m931um9tKnNqjd2JvpDvTreQirIfhM3yQIEGRFfN/5EQomlT2dvdGki0JdaE6bKnZguLKYthlO5IdyUi2J6OPuw9Cegg763cioAcwMHUg+qf2hy/swx7fHgS0AGyyzTq5kiUZDVoD6kP1sMk2DEgdgARbgplANUosJUmykq6WTqpjjQnNUeiZ0BPTB003z7gV86zbLtshSZJVyaOZr1/zY0/DHtQEa6zmQqfqhEt1IagHURWoQkALIM2RhhRHChTpwO9uHJzgHPK5mabHgB5AQ6gBmtCQZE9Cst2s7G67G76wD/v8+9AQboBDcUCVVdQGa1EdrIYqq3Db3NYBPTotX9gHl+pCqjMVTsWJgB5ASA9ZG4Zf86MuVIeQHoJdscOhOKxWKofigF2xQ4JkJTvR/tHWkrARRpW/yjqTkCTzbF+WZKsFINo60ri7XbEj2Z4Mp+pEQAuYO5+wD37ND83QrLOiaKtI2Ag3afEwhIFURypSHCkIG2F4Q154w154Q16EjTAyXBlId6ZDldUWW4lsis1K5OqC5jpIcaQgxZECANbOKtqCoBma1QpQH66HIilItCXCbXMj0ZZondl7w14AONCipDhhU2xmy17kzDl6xhetf9G6WBusxW7vbvNMzpYAu2xHbagWVf4qCAirBeHglxr5DZG6UJ15BtuwF0MyhqBnYk+osopA5GvvPRJ6mK0SstKk/kVbjHSho2diT/Rx94EQAtXBarOOBarh1/zo4+6Dvkl9rbP9Kn8VGsINCOpBZLgy0COhBwCgIWz+Zk2qIxWyJGPT/k34fv/3SHWkYmDqQGS4MuDX/AjpISiSAptsg9vuRqojFbrQsde311pmKfIXrV/RehUV/axKKhJtiZAkCXt9e1Hpq0SqIxV9k/pClmRU+CpQH6pHujMdac40+DSfNY/GLS2+sA92xY5EWyJ0oaM+VI+QHkJWQhYyXZmwyTYIIQ5pZYy2NLpUFxJs5n9NaNhRuwOl9aUI6SEYwoBdscNtcyPNmYYTUk9A78Te+L7qe3yx5wuE9bBVRtHtL1pXou91Q0eFvwJV/iq4VJe1n6rwVaAh3AC3zW21BEZbBwxhwCbb0DOxJ7JcWZAlGYYw4Nf8VstypisTqY5UCAiE9BAq/ZXYVb8LNcEa6yQretbf+HO0NSDaYhIdJroNRZfZqTqR6cpEzwSzTvo0H2qDtVYCE13eaOsnAHhDXpQ3lFt1zKE4kJucizRHWpNWZU1oVlwH72MDegDVgWpruxqQNgA57hwAMFs1NJ+1LI1btKKtG41bizVDQ4+EHtb6ba9oa3rjltfujN9yIiIiopjit5yIiIiIwISGiIiIjgNMaIiIiCjuMaEhIiKiuMeEhoiIiOIeExoiIiKKe0xoiIiIKO4xoSEiIqK4x4SGiIiI4h4TGiIiIop7TGiIiIgo7jGhISIiorjHhIaIiIjiHhMaIiIiintMaIiIiCjuMaEhIiKiuMeEhoiIiOIeExoiIiKKe0xoiIiIKO4xoSEiIqK4x4SGiIiI4p4a6wDi2d66AD7YWAEAEMLsJiCs/uLA2wNdG3Vs1PvA+M30bzydKEmK/AcgSRIkyXwf7SlFhpEiXSXJnI6AgCHMiQoAhnHoxCVJOuhzo/eHhkIx0EyVOPJpHOVExNFOoJMcm1Ed/fruLMdoWMds/TpWNT3eNH8caivpMDv6K8fnw2lTjnzCnYwJzVHYVunFb17/b6zDICIi6jLTx+QyoTneDO2VjGfnjrU+S43aL1ps1WjS/dDhGw/buKWk8fQat+Y0bsURENbplkDTViMhDrTYyJI5IwkHtezg0LO1lrJ+a2A22cSM1AEr/3BnYoeP4dh0cCvjseIYDesYLsdYR9CSYzOwlo47R7I9tKVlLNF+7CUzABOao5JQWY6C11460KHZinC4ytG4Brbw/pB+jTu3Mk5zWqmsbOJt2bF6gOwS3XnZmztwtbZtHjzKIZdvD55eG7f5w0wXugFh6IAhAEM/MIIsmycvsnzgsxDmJWdhRM+EAMNA032VFDkDkqLXtRvF3ko/SYIwDDMOIQBhHPjcFm2pa22pjm2YTpPlOXic5sZvaZLNDNvi/qLFuNpQz1rr3uKgRxJH24eVZ84AFEfzw8cQE5qjsG/bj/h03TrzQzN1QVgbSiv9uhHpaK/Wt2H0o54HHfsOKuLuWOZN9h8dvStpYXW2az0f6bTac79HB02rS+rRcVJVz5s6BQ4HE5rjij+nD74dMTzWYRAREXWZc+32WIfQLCY0RyEnLw/z5s2zPjfXvNfWbt1FZ1zW4qWy49fhyvZ4LnshRIv7is7YrxzpujyS4eN12h3peKqrdpcr1iE0iwnNUXA4HOjZs2eswyAiIur2mNAcDd9+oPybWEdBRB1GAFoICNYDmh9QXYA9AZCO5FsdkRtiYd4Ue+C9ACQZsCUANqfZTw8BugYYYfNmXkkyh4m+0PgzzP/R6SH6TzSdx+Fu1Gi1paCVfu0d77ia52F02jxbG9cw647QAUOL3OCNpnVJVhrVKVg3bEMcfDN4GxX+DFB5D83xZe+3wLNTYx0FERFR1xk6lQnNcSdjAHDB8lhHQUQdSbEDjmTA5gLCfiDsi5zJHgGrdUU6cFYc/bnusM+criQDis2cn2xr8pXqA607zbyi023ydWPp0P+txtda/1b6tXe8w47b3vFisZxHM24nzFOSAFmNtMSoZmsMpEh90SMtOMaBz8BBLYCHias59sQjG76LMKE5Gsm9gdE/j3UURERE3R4fTklERERxjwkNERERxT0mNERERBT3mNAQERFR3GNCQ0RERHGPCQ0RERHFPSY0REREFPfi8ndotmzZglmzZmHfvn1ISUnB008/jRNPPLHL4xC6gAjrXT7fY8bx86y19jmOHjZHR4ZF38118wogJ9ggycfeQ5bjMqG55pprcPXVV2P27Nl49dVXMXv2bKxfv77L4yj+/AO8tHppl8+X4o/Uvfd/naMbP7W+JfG0RkRcRUuN3X7zS0hOz4h1GIeIu4SmoqICX375Jd59910AwCWXXILrr78eW7duxYABA7o0ll0bN2P233Z36TyJiIhiqX5ePROajrBz50706tULqmqGLkkScnNzUVpa2iShWbZsGZYtW2Z99nq9HR5L76Iz8czJ+zp8utQ1pG7ebBzfWHbxjC2W8e3WtKxYh9CsuEto2mrBggVYsGCB9TknJ6fD5zFy5CCMfOq3HT5dIiIiOjJx9y2nvn37ory8HJqmAQCEECgtLUVubm6MIyMiIqJYibuEpkePHhg5ciSee+45AMBrr72GnJycLr9/hoiIiI4dkhDxdyPBpk2bMHv2bFRVVSE5ORkrV67E8OHDWx0nJycHZWVlXRQhERERtVVHHKPj8h6aQYMG4bPPPot1GERERHSMiLtLTkREREQHY0JDREREcY8JDREREcU9JjREREQU95jQEBERUdxjQkNERERxjwkNERERxT0mNERERBT3mNAQERFR3IvLRx+0h8PhQFZW5zzy3Ov1wu12d8q0jyVczuMLl/P4012Wlct5fPF6vfD7/QgGg0c1nbh89EF7HO2Kak13eU4Ul/P4wuU8/nSXZeVyHl9ycnJQU1Nz1NPhJSciIiKKe0xoiIiIKO4xoekACxYsiHUIXYLLeXzhch5/usuycjmPLx21nN3mpmAiIiI6frGFhoiIiOIeExoiIiKKe0xojsKWLVtw8skno6CgAGPGjMF3330X65A6RCAQwNSpU1FQUIDCwkKcc8452Lp1KwDgjDPOQL9+/eDxeODxeLB8+fIYR3t08vPzMWjQIGt5Vq1aBeD4Ktuqqipr+TweDwoKCqCqKvbv3x/35Tl//nzk5+dDkiQUFxdb3Vsrv3gs2+aWs7XtFIjPbbWl8mxpOwXiszyB5pe1tW0ViL8yba2OVlRUYPLkyRg4cCCGDRuGjz76yBqvtX6tEtRuEydOFCtXrhRCCPHKK6+I0aNHxzagDuL3+8U///lPYRiGEEKIhx9+WJx++ulCCCFOP/108be//S12wXWwvLw88fXXXx/S/XgtWyGE+MMf/iAuuOACIUT8l+eHH34odu7ceUg5tlZ+8Vi2zS1na9upEPFZti2VZ0vbqRDxWZ5CtLysjTXeVoWIvzJtrY7OmTNH3HHHHUIIIdatWyf69OkjQqHQYfu1hglNO+3du1ckJSWJcDgshBDCMAyRnZ0ttmzZEuPIOt769etFXl6eECL+NqjDaW5ncryX7eDBg60yPF7Ks3E5tlZ+8V62rR38Gm+nQsR32bY1oYn38hSi9TJtvK0KEd9lKkTTOpqYmCjKy8utfmPGjBHvvffeYfu1hpec2mnnzp3o1asXVNX8sWVJkpCbm4vS0tIYR9bx/vjHP2LKlCnW59tuuw3Dhw/H9OnT8eOPP8Ywso5x5ZVXYvjw4Zg7dy4qKyuP67L99NNPUV1djQsuuMDqdryVZ2vldzyX7cHbKXB8le3B2ylwfO+Hm9tWgfgu02gdraqqQjgcRs+ePa1++fn5KC0tbbXf4TChoVYtXboUW7duxX333QcAePbZZ7Fx40Zs2LABEyZMOGRjizcfffQRNmzYgK+++gqZmZmYNWtWrEPqVE8++SSuvPJK6wBwvJVnd3XwdgocX2Xb3bZT4NBtFYjvMm2ujna4jm1Q6j6Oh6bOw/nDH/4gRo0aJaqrq1scxuFwiH379nVdUJ1o9+7dwu12H7dlW19fL9xut/jhhx9aHCZey7M7X3Jqy3YqRHyVbWuXYaLbqRDHx364uWVty7YqRPyUaXN1NCEhocXLSq31aw1baNqpR48eGDlyJJ577jkAwGuvvYacnBwMGDAgxpF1jGXLluHFF1/Ee++9h9TUVACApmnYu3evNcxrr72G7OxsZGRkxCjKo9PQ0NDkgWgvvvgiioqKjtuyXbVqFQoLCzF48GAAx195RrVWfsdb2Ta3nQLHV9m2tJ0Cx+9++OBtFYjfMm2pjk6bNg2PPfYYAGD9+vXYtWsXTj/99MP2a1XH5WDdz8aNG8W4cePEwIEDxahRo8SGDRtiHVKH2LlzpwAgTjjhBFFYWCgKCwvF2LFjhdfrFaNGjRLDhg0TI0aMEGeeeaYoLi6Odbjttm3bNuHxeMTw4cPFsGHDxEUXXSS2b98uhDg+y3b8+PHiqaeesj4fD+V59dVXiz59+ghFUUSPHj1E//79hRCtl188lm1zy9nSdipE/JZtc8vZ2nYqRHyWpxAt110hDt1WhYjPMm2tju7Zs0ecc845YsCAAWLo0KHigw8+sMZrrV9r+OgDIiIiinu85ERERERxjwkNERERxT0mNERERBT3mNAQERFR3GNCQ0RERHGPCQ0RERHFPSY0RMcZj8cDj8eDoUOHQlEU6/P06dOxePFiPP/88506f5/Ph9GjR6O+vh4A8OGHH2L8+PFWTKecckqTHwjrbJIkNflhtrZ4+umnMXXq1COel9frhSRJRzxeYzfddBNeeOGFo5oGUXekHn4QIoonxcXFAICSkhJ4PB7rc1d55JFHMGXKFCQlJUHTNPzkJz/B+++/j5EjRwIANm3ahMTExC6NKZ7ccsstOPXUUzF9+nQoihLrcIjiBltoiLqR2bNn48EHHwQALFmyBJdeeikuvPBCFBQU4IILLsC3336Lc889FwUFBfjZz34GwzAAAPX19fjFL36BsWPHYsSIEbj66qsRCoWancef//xnzJgxwxqvrq6uyZNzBw0aBLfbDcD8WfQxY8bA4/FgzJgx+Oyzz6zh8vPzsWjRIpx88sno27cvHnvsMaxcuRLjx49Hfn4+XnrpJWtYSZKwaNEiFBUVoaCgoMVWqC1btuB//ud/MGbMGIwYMQKPPPLIYdfZ2rVrMWzYMPzyl79EYWEhTjzxRHz55ZdNlnfgwIEoKirC8uXLm4y7fv16nHnmmRg9ejSKiorwyiuvAADuvfdeXHTRRRBCIBgMYtSoUVbMPXr0QP/+/fHuu+8eNjYiaqTjf+yYiI4F27dvFykpKU26zZo1SyxfvlwIIcQdd9wh+vXrJ/bv3y8MwxCnnXaaOOmkk0RdXZ0Ih8OisLBQrF69WgghxC9+8QvxzDPPCCHMBwDOnTtX/P73vz9knqWlpSIjI6NJt1//+tfC7XaL8847T9x1111i06ZNVr+Kigrr/WeffSYGDRpkfc7LyxM33HCDEEKILVu2CKfTKe6++24hhBDr1q0TmZmZ1rAAxKJFi4QQ5iMt0tLSrJ/HByCqq6uFpmli1KhR1gP/GhoaxPDhw8W6desOWY6VK1eKKVOmCCGEWLNmjVAURXz++edCCCH+9Kc/iUmTJgkhhPjvf/8rsrOzxe7du4UQQvzmN78R0d1qdXW18Hg8Vr/KykrRt29fUVZWJgzDEJMnTxZ/+MMfxC9/+Utx9dVXN5n/nXfeKW688cZD4iKilvGSE1E3NmnSJKSlpQEARo4cCYfDgaSkJABAUVERtmzZAgB444038Nlnn2HZsmUAAL/f3+zlkLKyMmRnZzfp9uCDD+J///d/sWbNGvzrX/9CUVER3nnnHZx66qn4+uuvce+996KqqgqqqmLTpk3w+/1wuVwAgOnTpwMABgwYAKfTiZ/+9KcAgNGjR2P//v2oqamxHnh31VVXAQBOOOEEnHbaafjoo4+Qn59vxbFp0yZ89913uOyyy6xu9fX1+P777zFmzJhW19OAAQNw0kknAQDGjx+PBx54AADwwQcf4LzzzkOvXr0AANdeey3uu+8+AMCnn36KH3/8Eeedd16TaW3atAl9+vTBc889h6KiIqSlpeGLL75oMkzPnj3x/ffftxoTETXFhIaoG3M6ndZ7RVEO+axpGgBACIHXXnsNBQUFrU4vISEBgUDgkO55eXmYPXs2Zs+ejcTERLz88ssYO3YsLr74YqxZswZjxoxBXV0dUlJSEAwGrYSmpfgkSYIkSVZ8zTn45lwhBNLT09t1T1FL66W1eQohcOKJJ+LTTz9tdtgdO3bAMAzU19ejoaGhyTwCgYC1DoiobXgPDREd1tSpU3H//fdbB/Lq6mps3br1kOEGDRqEiooK+P1+AOa3ft566y2IyDNw/X4/fvjhB/Tv3x+BQAChUAi5ubkAgIcffvioYly5ciUA82bojz/+GBMmTDgktuTkZGs4ANi6dSv279/f7nmeeeaZePvtt7Fnzx4AwGOPPWb1O/nkk7F9+3a8//77Vrfi4mKEQiHU1dXhsssuw7PPPot58+bhyiuvtNYRAPzwww8oLCxsd1xE3RETGiI6rOXLl8PlcsHj8WDEiBE466yzUFJScshwTqcTkyZNwgcffADAbKV47LHHMGjQIBQWFmLUqFEYNWoUrrvuOiQnJ+Oee+7B2LFjMWrUKNjt9qOKUdd1FBUVYdKkSXjooYeaXG4CAFVVsXr1arz++usYMWIETjzxRMydO9dKvtpj2LBhWLJkCSZMmICioiI4HA6rX1paGv75z39i6dKlKCwsxNChQ3HbbbfBMAzMnTsXM2fOxMSJE3HzzTdDkiT8/ve/B2Cus3/961/4yU9+0u64iLojSTQ+LSAiOkrr1q3DXXfdhdWrV3fZPCVJQnV1tXU/TTx7++238dxzz+G5556LdShEcYUtNETUoaL3xkR/WI+OTG1trdVaQ0RtxxYaIiIiintsoSEiIqK4x4SGiIiI4h4TGiIiIop7TGiIiIgo7jGhISIiorjHhIaIiIji3v8HIg8qM30EDYwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 560x384 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'FD001_train_1 Raw Sensor Signals'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_loader = CMAPSSLoader('D:\\\\data\\\\dataset\\\\CMAPSSData')\n",
    "data_loader.normalization_mode = '[0,1]'  # 归一化模式，可选项：'[0,1]'（默认）,'[-1,1]'、'None'\n",
    "columns_to_drop = [0, 1, 2, 3, 4, 8, 9, 13, 19, 21, 22]\n",
    "turbofan = data_loader('FD001_train_1', columns_to_drop)\n",
    "Plotter.raw(turbofan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 输出归一化数据图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 560x384 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'FD001_train_1 Feature Values'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plotter.feature(turbofan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 2. XJTU-SY 轴承数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from fastphm.data.loader.bearing.XJTULoader import XJTULoader\n",
    "from fastphm.data.FeatureExtractor import FeatureExtractor\n",
    "from fastphm.data.processor.RMSProcessor import RMSProcessor\n",
    "from fastphm.data.stage.fpt.ThreeSigmaFPTCalculator import ThreeSigmaFPTCalculator\n",
    "from fastphm.data.stage.BearingStageCalculator import BearingStageCalculator\n",
    "from fastphm.util.Plotter import Plotter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 读取原始数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG - 17:43:03 >> \n",
      "<< Root directory of dataset: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\n",
      "\tBearing1_1, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\35Hz12kN\\Bearing1_1\n",
      "\tBearing1_2, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\35Hz12kN\\Bearing1_2\n",
      "\tBearing1_3, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\35Hz12kN\\Bearing1_3\n",
      "\tBearing1_4, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\35Hz12kN\\Bearing1_4\n",
      "\tBearing1_5, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\35Hz12kN\\Bearing1_5\n",
      "\tBearing2_1, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\37.5Hz11kN\\Bearing2_1\n",
      "\tBearing2_2, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\37.5Hz11kN\\Bearing2_2\n",
      "\tBearing2_3, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\37.5Hz11kN\\Bearing2_3\n",
      "\tBearing2_4, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\37.5Hz11kN\\Bearing2_4\n",
      "\tBearing2_5, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\37.5Hz11kN\\Bearing2_5\n",
      "\tBearing3_1, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\40Hz10kN\\Bearing3_1\n",
      "\tBearing3_2, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\40Hz10kN\\Bearing3_2\n",
      "\tBearing3_3, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\40Hz10kN\\Bearing3_3\n",
      "\tBearing3_4, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\40Hz10kN\\Bearing3_4\n",
      "\tBearing3_5, location: D:\\data\\dataset\\XJTU-SY_Bearing_Datasets\\40Hz10kN\\Bearing3_5\n",
      "INFO - 17:43:03 >> Loading data entity: Bearing1_1\n",
      "INFO - 17:43:05 >> Successfully loaded data entity: Bearing1_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 560x384 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Bearing1_1 Raw Sensor Signals'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_loader = XJTULoader('D:\\\\data\\\\dataset\\\\XJTU-SY_Bearing_Datasets')\n",
    "bearing = data_loader('Bearing1_1', columns='Horizontal Vibration')\n",
    "Plotter.raw(bearing)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 计算RMS特征并输出图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0L5zsZS1+fpsNNNZi0qRJcHJyMj1OTU01/fmpp55CdHQ0Nm3ahPz8fMTHxyMmJgYJCQkAgKKiIhw6dAgSiQR79uwxvW7WrFmYNWsWAOCtt96Cn58f+vXrhx9//BGrVq3CwYMH4e7ujjlz5uDFF1/EJ598AgA4dOgQjh07Bi8vLzzyyCNYvnw5XnrpJbz++uvYvHlzra6wJUuWmFY0f/fdd/Haa68hKSmp3vc6depULFq0CAUFBfDx8cGaNWswduxYeHl5oaKios7+EokEJ06cQFpaGnr06IF+/fohNDQUACCTyXDkyBEAQEVFBXbu3AkHBwdUV1ejb9++GD58OBISEjB37lyUlpZiyZIlAGq6xK7Lz8/H5MmTsWfPHnTt2hVffvklHn74YZw9exYAcOHCBaxcuRIff/wxkpKS8I9//APbt2+v9z0SEVHTfHssG6t/y8DvLw1joGmM5rae3C0bNmxAbGys6fHgwYNNf96xYweOHTsGAPD19cWECROwY8cOU6CZMWNGvfOerF27Fhs3bsTevXshl8uxY8cOTJo0yTTGZd68eZg4caJp/3vvvRdeXl4AgD59+uD06dO3Pfa6deuwdu1aqNVqqNVqeHt73/G9ent7Y8yYMVi7di0WLlyI1atXY9myZbfd/3ooCw8Px8CBA7Fv3z5ToHniiSdM+1VXV2P+/PlITk6GVCpFVlYWkpOTTdfpdg4dOoSuXbuia9euAIApU6bgr3/9K65evQoAiIiIQO/evU3XY/HixXd8j0RE1DQavREAYC+3zGgWjqFpQTeHF4VCcdt9d+3ahddffx1bt26FUqls0PEcHR1Nf5bJZLcdn/Lrr79i6dKl2LZtG86cOYPExMQGLycxc+ZMrF69Gr/++ivUajWGDx/eoNfdXO+N7/3ll1+Gt7c3Tpw4gZMnT2Lw4MF3ZXmLhl4PIiJqPo2uJtA4MNC0PsOHD8enn34KACgoKMCmTZswYsSIO77u9OnTeOKJJ7B582a0a9eu1vG+/vprlJeXAwCWL1+OkSNH3vF4rq6uKCsrMz0uKSmBUqmEl5cXtFotli9f3uD3NGLECJSVleFvf/sbHn/88XrXP1q9ejWAmm6i/fv33/bupJKSEgQGBkIul+PixYv45Zdfblv7jRISEnD69GmcOXMGALB+/XoEBAQgICCgwe+HiIjuDq3BsoHGZrucbMHSpUsxb948dO3aFUII/OMf/zB1gdQnMTERlZWVpkG0ALBixQqMHj0aZ86cQZ8+fWoNCr6TYcOGYfHixejWrRv69u2LZcuW4YsvvkB0dDS8vLwwfPhwUzfNnUilUjz++ON444038O2339a7r8FgQFxcHCorK7F06VJTd9PNFi1ahMceewxr1qxBhw4dMHToUNNzDz74INauXYvY2FjToODrfHx88OWXX2LatGmmQcHffPMNly8gIrIAjc4AqQSQyywTaCTCCqdHDQwMRHZ2dq1tBoMBly5dQlRUFGSylh9sRK0XP1tERM03fdVhHE4vxvk37jXbOW6VD65jlxMRERE1m1ZvhIOd5WIFAw0RERE1m0ZvgL2FupsAGwo018dFWGEPGdm4658pjr0hImo6jYVbaMw6KLioqAjDhg0zPa6qqkJaWhry8/Ph6enZqGNJpVLY2dmhqKgIXl5e/PKhu0IIgaKiItjZ2dV7xxYREdVPozfCQW65cYhmDTReXl61Fm9cvHgx9u7d2+gwc11wcDAyMzNRXFx8lyokAuzs7BAcHGzpMoiIbJpWb4TS0XI3T7fomVeuXIl33nmnya+3t7dHREQEjEYju57orpBIJGyZISK6CzR6A7zk9hY7f4sFmgMHDqCkpARjx46t81xiYiISExNNj1UqVb3H4hcQERGRdanpcmoDg4JXrlyJadOmQS6vm6EWLlyI7Oxs0099SwIQERGR9dG25jE016lUKnz99dem1ZWJiIioddHojRZbmBJooRaaDRs2ICYmBvfcc09LnI6IiIhakN5ghMEoWn+X08qVKzFz5syWOBURERG1sD8XpmzlXU4HDhxoidMQERGRBWh0fwQaLn1AREREtkqjrwk0XPqAiIiIbJZGbwDAFhoiIiKyYVq95cfQMNAQERFRs2hMgYYtNERERGSjTF1ODDRERERkq9hCQ0RERDZPwzE0REREZOuuz0PT6pc+ICIiotaLY2iIiIjI5plu2+Y8NERERGSr/pwpmGNoiIiIyEZp2EJDREREtk7L27aJiIjI1l0fFMy7nIiIiMhmcR4aIiIisnnsciIiIiKbx3loiIiIyOZxpmAiIiKyeRxDQ0RERDZPqzdCIgHsZBKL1cBAQ0RERM2i0RtgL5NCImGgISIiIhul0RstOiAYYKAhIiKiZtLqjXCws9z4GYCBhoiIiJqJLTRERERk8zR6g0Vv2QYYaIiIiKiZtHqjRW/ZBhhoiIiIqJnY5UREREQ2T6M3ssuJiIiIbJtGZ2ALDREREdk2rYFjaIiIiMiGGYwCOoNgCw0RERHZLq1pYUoGGiIiIrJRpkBjx0BDRERENkqjNwAAx9AQERGR7dL80ULT6m/b1mg0WLBgASIjI9G1a1dMnTrV3KckIiKiFvJnC41lA43c3Cd48cUXIZFIcOnSJUgkEuTl5Zn7lERERNRCNFYyKNisgaayshIrV65EdnY2JBIJAMDf39+cpyQiIqIW1Ca6nC5fvgxPT0+8/fbb6NGjBwYMGICdO3fW2S8xMRGBgYGmH5VKZc6yiIiI6C7R6K630LTiQcF6vR5XrlxBp06dcPToUSxduhSTJk3CtWvXau23cOFCZGdnm34UCoU5yyIiIqK7RGuwji4ns549ODgYUqkUU6ZMAQDExcUhLCwMp0+fNudpiYiIqIVodH8MCm7N89B4e3tj2LBh2L59OwAgPT0d6enp6NixozlPS0RERC3ENIZGZtkuJ7Pf5ZSUlISZM2fi//7v/yCVSrF8+XIEBASY+7RERETUAqxl6QOzB5rw8HDs3r3b3KchIiIiC9Bw6QMiIiKyddcn1rOXMdAQERGRjfqzhaYV37ZNRERErZu1jKFhoCEiIqImM3U5MdAQERGRrfpzpmAGGiIiIrJRf84UzDE0REREZKNMLTS8bZuIiIhsFW/bJiIiIpvXJhanJCIiotZNozPCXi6FRCKxaB0MNERERNRkGr0RDhbubgIYaIiIiKgZNHqDxQcEAww0RERE1AxavdHit2wDDDRERETUDBq90eIDggEGGiIiImoGjd5o8WUPAAYaIiIiagYtW2iIiIjI1mn0Bo6hISIiItt2fR4aS7N8BURERGSzOCiYiIiIbJoQAlqDkfPQEBERke3S6GvWcbL0wpQAAw0RERE10fVAw0HBREREZLO01wMNu5yIiIjIVmn0BgDgoGAiIiKyXaYxNAw0REREZKu0HENDREREtu7PQcGWjxOWr4CIiIhskkZXM4aGXU5ERERks3jbNhEREdk8LbuciIiIyNZpOA8NERER2brr89Bw6QMiIiKyWX/OFMwxNERERGSjeNs2ERER2TxTl1NbCDShoaGIjo5GbGwsYmNjsWHDBnOfkoiIiFqANd3lJG+Jk2zYsAGxsbEtcSoiIiJqIZyHhoiIiGxemxtDM23aNHTt2hUzZ85EQUFBnecTExMRGBho+lGpVC1RFhERETXD9aUP2kSg2bdvH06dOoXjx4/D29sb06dPr7PPwoULkZ2dbfpRKBTmLouIiIiaSWuwni4ns4+hCQ4OBgDY2dnh2WefRVRUlLlPSURERC1Ao2sjMwVXVlaitLTU9Pirr75CXFycOU9JRERELeT6GBprmCnYrC00165dw0MPPQSDwQAhBMLDw/H555+b85RERETUQjR6I+xkEkilEkuXYt5AEx4ejhMnTpjzFERERGQhGr3BKsbPALxtm4iIiJpIozdaxSzBAAMNERERNZFGb7SKW7YBBhoiIiJqIi0DDREREdk6jqEhIiIim6fRcQwNERER2TitwUa7nDQajbnqICIiIhuj0RmsYpZgoIGB5tSpU+jSpQs6dOgAADh27BheeOEFsxZGRERE1k2jN1rFLMFAAwPN008/jaSkJPj4+AAAunfvjq1bt5q1MCIiIrJeQog/upxsaFCwSqVC//79TY8lEgns7e3NVhQRERFZN51BQAjrWJgSaGCgkcvl0Ol0kEhq1mrIysqCTGYdiYyIiIhankZvAGAdC1MCDQw0CxYswPjx41FQUIBFixZhwIABHENDRETUhl1fadtaWmgatDjl1KlTER4eju+//x5arRZffPFFrS4oIiIialu01wONlYyhafBq23379kXfvn3NWQsRERHZCFMLjZXMQ9OgQDNkyBDT+Jkb7dq1664XRERERNbPNIbGlgLN888/b/qzWq3GunXrEBUVZbaiiIiIyLrZZJfTfffdV+vxuHHjMHToULMURERERNbP2rqcmlSFwWBATk7O3a6FiIiIbIRGVxNobKrL6cEHHzSNoTEYDDh16hTGjBlj1sKIiIjIemkNNWNorKWFpkGBZvz48X++QC7Hyy+/jN69e5urJiIiIrJy11toHOxsaAzN9OnTzV0HERER2RBrG0NTb6BZuHBhvS9OTEy8q8UQERGRbbCp27bd3Nxaqg4iIiKyIVpbaqF59dVXW6oOIiIisiFZJdUAAC8XBwtXUqPBSx8cPnwYycnJUKvVpm1PP/20WYoiIiIi6/Z7WhHcne0Q6auwdCkAGhho3n77bXz77bfIzMzEoEGD8Msvv2DYsGEMNERERG1QuVqHM1fLMKKTH6TSuksjWUKDOr7WrVuHAwcOIDAwEBs3bsSRI0cglVpHnxkRERG1rKMZxTAKICHcy9KlmDQolTg6OsLR0RFGoxFCCERHR+Py5cvmro2IiIis0O9pxQCAPh2sJ9A0qMvJyckJOp0OsbGxeP755xEYGAjDHzMEEhERUdvye1oRPJztEOWrtHQpJg1qofnkk0+g1Wrx/vvvo7y8HL/99hvWrl1r7tqIiIjIylwfP9M7zMtqxs8ADWyhadeuHVxcXODi4oJPP/3U3DURERGRlfpz/IynpUuppUEtNFFRUZg4cSK2bdsGo9Fo7pqIiIjISl0fP5NgReNngAYGmszMTNx333147733EBISgpdeegmXLl0yd21ERERkZaxx/AzQwEDj4uKCGTNmYM+ePdi3bx+KiorQsWNHc9dGREREVsRax88AjZgpWKfT4YcffsCqVatw5MgRzJs3z5x1ERERkZWx1vEzQANbaJ566ikEBQVhxYoVmD59OrKzs/HRRx816kSrV6+GRCLB5s2bm1InERERWZi1jp8BGnGX09GjRxEYGNikk2RkZODTTz9FQkJCk15PRERElmet42eABrbQvPzyy00OM0ajEbNmzcKyZcvg4GAdK3ISERFR41jz+BmggYGmORITE9GvXz/Ex8fXu09gYKDpR6VSmbssIiIiaoRd5/OtdvwM0IhBwU1x5swZbNy4Efv27at3v4ULF2LhwoWmx01tDSIiIqK7T28w4sOdKVA4yPFAbICly7klswaa/fv3IyMjA5GRkQCAvLw8zJkzB7m5ubxLioiIyEZsPJ6N9MJKPDs8Ep4u9pYu55Ya1OWUlZWFsWPHIjY2FgCQnJyMDz744I6vmzdvHnJzc5GRkYGMjAwkJCTgv//9L8MMERGRjVDrDFiyIwWeLvaYNSDc0uXcVoMCzZNPPolHHnkEQggAQJcuXbBq1SqzFkZERESW9+WhTOSWqTF/cAcoHMzasdMsDQo0+fn5mDp1KqTSmt3lcjnk8sa/qT179mD8+PGNfh0RERG1PJVGj//sToW/qyOmJoRYupx6NSjQyOVyU+sMAJSUlNR6TERERK3Pql/TUVypxTPDI+FoJ7N0OfVqUKCZOHEinnzySZSXl2PFihUYMWIEZs2aZe7aiIiIyEJKq7T4dF8aQr2c8XC89d993KB+o+eeew5fffUVysrK8PPPP2PhwoWYPHmyuWsjIiIiC1lz4AoqNHq8Pr4z7GRmn7au2e4YaAwGA0aNGoUdO3bg0UcfbYmaiIiIyIKqtHp8diAdQZ5OuL9be0uX0yB3jFwymQxVVVUwGo0tUQ8RERFZ2PrDWSip0mHOwA6Q20DrDNDALqeePXti7NixmDp1KhQKhWn7Aw88YLbCiIiIqOVp9UZ8uj8N3gp7TLSBsTPXNSjQnDp1CgDw6aefmrZJJBIGGiIiolbm++SryC1T44V7o63+zqYbNSjQ7N6929x1EBERkYUZjQJJey9D6SC3+nlnbtagQHO7xSUHDhx4V4shIiIiy/n53DVcLqjEvMEd4OpoZ+lyGqXBt21fp1arcfHiRXTp0gXHjx83W2FERETUctQ6A/6zOxX2cike7xdq6XIarUGB5siRI7UeHz58GJ999pk56iEiIqIGOp1dhje2nkNskDuGRPuiR6gH7GRSCCGQU6bG2atlyCmths4goDUYoTMYEerlgvu6tas1t8yVokrM//I4zuaU44l+YfBVOlrwXTWNRDRxDYO4uDicOHHibtcDAAgMDER2drZZjk1ERNQaCCEw/j+/4WR2mWmb0lGOaD8lUgtUKK3S3fa1Ae5OmDMwHJN6BmHPxXz8/ZtTUGn1eHpoJJ4eFgmZVNISb6HR6ssHjbrLCaiZaO/QoUPQ6W5/oYiIiMi8tp7OxcnsMszoG4qH4wOx60I+dl3Ix8VrFYjyU6Jze1d0aueKUG8X2MulsJdJIZNKsPtiPlbuT8erP5zF+z9fRLlaD08Xe6yZ0gsDo3ws/baarEEtNGFhYaY/y+VyREZG4o033kB8fLxZimILDRERtWXVWgOKKjUortRCpdGje7BHrVuotXojhifuRUmlFntfGAJPF/tGH3/DkUys+DUdAe5O+PCROPi7WX83U7NbaNLT0+9qQURERFRXar4KT649issFlbW2dw1ww+rHe8Jb4QAA+PLQFWQWV+GFe6MbHWYAwMlehhn9wjC9byiAmrnlbF2D5jMeP358g7YRERFR/fIr1ChSaepsT84qxcSkA8goqsIDMe0xs38Y/j4qGtP7hOD01TJMTDqIrOIqlKt1WLozBe3cHPFEv7BbnKHhJBJJqwgzQANbaDIzM+tsu3z58l0vhoiIqLUpqdRi+9k8HMkowdErxbhSVAW5VIL7urXD7AHh6BLghj0X8zHvi+MQEFgxrQeG3ONb6xgRvgq88sNZPPTJAfTp4IWSKh0WT+xkUzP5mlu9gWb58uVISkrCpUuX0L17d9P2srIydO7c2ezFERERWZu8MjXO5pQhNsgdXn90Ad3OrgvX8MK3p1Co0gIAwrxd8HB8IHLLqvF9cg6+T85B92B3nMoug8JRjlUzeqJ7sEed4zzWJxTuzvZY+HUyvk/OwT3+SjwYF2CW92er6g009957L6KjozFv3jx88MEHpu2urq7o1q2b2YsjIiKyNKNRYOeFfOy9lI8DqUVIK6wZ32Ivk2JUF3882isIfcK9anXdVGsNeGvbOXzxeyaUjnK8M6Erhnf0g4/yzwB0NqcMK/an438nc+CjdMDamb0Q4au8bR33x7SHu7Md/vXTBbx6f2ervbXaUpo8D4058S4nIiJqSaVVWkgkErg51Z7uf9+lArz74wWcyy0HALR3c0TfCG90bOeKHeeu4WBaEQAg0MMJgR5OUDraQekoR3JmKdIKK5EQ7on3/xKLAHen2567UKWBvVxqc0sNWEKz73Kqrq7GsmXLkJycDLVabdq+adOmu1MhERFRC6rWGrD3Uj5+TyvG72lFuJBXAQCI8lMgPsQT3QLdsPVULn5NLYS9XIo5A8MxuVcwQrycTS0xM/uHIa1AhfVHsvDLuWu4kFeBCrUeBqOAvUyKl8fcg1n9wyG9Q0uK9x26rahhGtRCM3XqVLi6umLbtm147rnn8Nlnn2HgwIG1uqHuJrbQEBFRc2n1RtjL697MK4TAI//9HYfSiwEAPkoHJIR7AQCOZRQjp6zmf9wlEuCh7oH424ioeltYbj52tc4ACSRwsueA3but2S00J0+exOnTp9GtWzc89dRTmDFjBu677767WiQREdHdIITAuz9dwJe/Z2LtzF6Iu2mQ7Y9n8nAovRhju7XDwhFRCPN2qTX+5WppNU5mlSLSV4FIv9uPabkViUQCZ/sGfbXSXdageWicnGqSqVwuR2VlJZRKJQoKCsxaGBERUVN8uj8Ny/emQaXR4+/fnoJGbzA9p9Ub8a+fLkDhIMf/e6Azwn0UdeZhCXB3wpiu7RodZsiyGhRoPD09UVJSgjFjxmDUqFEYP348AgMDzV0bERFRo2w6no23t11AlJ8CTw4KR2q+Cst2ppqe/+L3K7hSVIV5gzvc8ZZrsi0NGkNjMBggk8kghMC6detQUlKCadOmwdXV1SxFcQwNERE11p6L+Zi15ih8lQ7YOL8vvBUOGP+f33AhrwLf/7UfgjycMWjxbjjZybD7+cGclM4GNXsMjUwmQ25uLi5evIgpU6ZAp9PBCu/2JiKiNkIIgX0phTifW46c0mrklKrxW2ohXBzk+HxmL7Rzqxkq8d7D3TDuo9/w929PISHcE6VVOrzyF86w2xo1KNB8++23eO655yCRSJCRkYFz587hpZdewrZt28xdHxERUR3rj2ThpU2nTY/lUglCvV3wr4e61pqcrnN7N8wb3AHLdqXifG45Ord3xfhYzrDbGjUo0Lzzzjs4fvw4hg8fDgCIiYnBlStXzFoYERHRrVwtrcZbW8+jnZsjPpoch0APZ3grHG47c+6CoRH46UweUvJV+MeYjnecF4ZsU4O7nLy8vGpts7dv/HLlREREzSGEwEubTkOl0eOjyXGID/G842sc5DJ8Mas3zueWo2+EdwtUSZbQoECjVCpx7do1061tO3fuhKfnnT9EREREd9M3x7Kx71IBJsYHYnC0751f8Ac/V0f4uTqasTKytAYFmnfffRejR49GWloa+vfvj/T0dGzdutXctREREZnklanxxpZz8HN1wKKxnSxdDlmZegPN2bNn0blzZ/Ts2RO7d+/GgQMHIIRA37594e7u3kIlEhFRW6PWGfDRrlRcKa6Ci70MzvZynMgqQYVajyWTYussIklUb6B57LHHcPz4cfTv3x+//vorRo8e3VJ1ERFRG5VbVo25a4/hZHZZnecm9QjCsI5+FqiKrF29gUatVmPDhg3IycnBDz/8UOf5Bx54wGyFERFR23MkoxjzvjiGQpUWfx3SAU8Pi4RaZ0S11gCt3oggz4YtEkltT72B5t1330VSUhIKCgrqrKwtkUgaFGhGjhyJvLw8SKVSKJVKLF26FHFxcc2rmoiIWp31hzOxaPMZ2Mul+HhKd4zp2g5AzV1K7GKiO2nQ0gfPPPMMPvzwwyadoLS01DTe5rvvvsNrr72GkydP1vsaLn1ARNS2fHnoCv7x3RkEezrjv9PicY+/eZbWIdvW7KUPmhpmANQaPFxWVlZnVVMiImrbvj6ahX98dwahXs7Y8GQf3l5NTdKgQNNc06ZNw+7duwHglsslJCYmIjEx0fRYpVK1RFlERGRh353Ixv9tPIVADyesm53AMENN1qAup7tlzZo12LBhwx3XgGKXExFR6/fDyRw8u/4E/F0dseHJPgjydLZ0SWTl6ssH0pYsZPr06di9ezeKiopa8rRERNQCskuq8Nd1x/HN0Sxo9cZ69117MAPPrD8BH6UD1s1OYJihZjNrl1NpaSmqqqrQvn17AMDmzZvh5eXFZROIiFoZo1Hg79+cwsG0Imw9lYv3f76Ex/uF4tHewXB1/PMOJSEEPtiRgqU7UxDm7YLPn+jFMEN3hVkDTVlZGSZOnIjq6mpIpVL4+Phgy5YtHBhMRNTKfHUkEwfTijAxPhAdfBVY/Vs63vnxApbsSEH3EHfEB3sgPtQTP5/Nw5eHMtE1wA2rH+8Jb4WDpUunVqJFx9A0FMfQEBHZjpzSaoz8YB9cHeXY/reBUDraQaM34PvkHGw6no3krFKodX92QfWP8EbSY/FQOLTIfSnUijT7tm0iIqJbEULg5e9OQ6XRY9nkOCj/6F5ykMvwlx5B+EuPIOgMRpzLKcexKyUwCoFpfUJhL2/RIZzUBjDQEBFRg+04dw1qvQERvgqEebtg66lc7LlYgAndAzAk2veWr7GTSRET5I6YIPeWLZbaFAYaIiJqkD0X8zHr86Omx1IJIJNK4K1wwCtjO1mwMiIGGiIiaoAqrR6LNp+Bi70M/xzbCdkl1UjNVyG7tArPjYyGu7O9pUukNo6BhoiI7mjJjhRkl1Tjtfs74ZFewZYuh6gOjsoiIqJ6nblahhX70xAT5I7H+oRauhyiW2KgISKi29IbjHhx0ylIJRK8O6ErZFLOI0bWiYGGiIhua9Vv6ThztRyzB4ajYztXS5dDdFscQ0NERHVcLa3Gv368gB9O5iDY0xnPDIu0dElE9WKgISIikyqtHkl7LmP5vjRo9EYMifbBaw90hqOdzNKlEdWLgYaIiAAAaQUqzFxzFOmFlYj0VWDR2E4YFOVj6bKIGoSBhoiI8FtqIeZ9cQyVWgNeHnMPnugXBrmMwyzJdjDQEBG1cV8euoJXvj8LZzsZVs/oiYFslSEbxEBDRNRGXcgrx392X8b//hj4u2pGD0T4Ki1dFlGTMNAQEbUxRzKK8cmey9h1IR8AMCTaB+//JRaeLly+gGwXAw0RURuybGcK3v/lEiQSYHQXf8wd1IGrYFOrwEBDRNRGXC5QYemuFET5KfDJ1Hh08FFYuiSiu4ZD2ImI2gAhBP65+Qx0BoG3H+zKMEOtDgMNEVEb8MPJHBy4XIRJPYLQI9TT0uUQ3XUMNERErVy5Woc3t56Hu7Md/m/0PZYuh8gsGGiIiFq5xJ8voaBCg5dG38M7majVYqAhImrFTmWX4vODGege7I6J8UGWLofIbBhoiIhaqbIqHf667jjkUineerArpFKJpUsiMhsGGiKiVshoFHh2wwlkFVfj1Qc6oWM7V0uXRGRWDDRERK3QR7tTsftiAR7qHojJvYItXQ6R2XFiPSIiG3YxrwITkw4g0MMZ93Vrh/u7tUd6USU+2HEJHdu54s3xXSCRsKuJWj+JEEJYuoibBQYGIjs729JlEBFZNa3eiPH/+Q0Xr1XAxV6GcrUeAGAnk8DRToYtT/VHiJeLhaskunvqywdsoSEislEf7ryEc7nleHpoBBYMjcRvqYX436kcHMkoxuvjujDMUJvCQENEZIOOXalZMbtLgCueGhYJO5kUQ+7xxZB7fC1dGpFFcFAwEZGNqdTosfDrk5DLpPjgL7Gwk/GfciL+FhAR2Zi3t53HlaIq/N+99yDST2npcoisAgMNEZENySisxJeHMpEQ7onH+4Zauhwiq8FAQ0RkQ746kgkAeHpoJGf+JboBAw0RkY3Q6o349mg2Qr2ckRDuZelyiKwKAw0RkY3YfjYPRZVaPNormK0zRDcxa6BRq9UYP348oqKiEBMTgxEjRiA1NdWcpyQiarW+OpwJO5kED8UHWroUIqtj9haaOXPm4OLFizh58iTGjRuHWbNmmfuUREStTnphJQ5cLsKozv7wVjhYuhwiq2PWQOPo6IgxY8aY1hFJSEhARkaGOU9JRNQqrT9cMxh4cm8uNEl0Ky06hubDDz/EuHHj6mxPTExEYGCg6UelUrVkWUREVk2jN+CbY9kI83ZBHw4GJrqlFgs0b7/9NlJTU/HOO+/UeW7hwoXIzs42/SgUipYqi4jI6m0/ew3FlVo82iuIK2cT3UaLrOW0ePFibNq0CTt27ICzs3NLnJKIqNVYfzgT9jIpHurOwcBEt2P2QJOYmIivvvoKO3bsgLu7u7lPR0TUqgghcDyzBL3CPOHFwcBEt2XWQJOdnY3nnnsO4eHhGDJkCADAwcEBhw4dMudpiYhajeJKLdQ6I4I82bpNVB+zBprAwEAIIcx5CiKiVu1qaTUAINDDycKVEFk3zhRMRGTFrpbUBJoAdwYaovow0BARWbHrLTQBbKEhqhcDDRGRFcv+o4WmPVtoiOrFQENEZMWullZDJpXAT8k7nIjqw0BDRGTFrpZUw9/VEXIZ/7kmqg9/Q4iIrFhOWTXHzxA1AAMNEZGVqtToUVqlQyDHzxDdEQMNEZGV4h1ORA3HQENEZKU4Bw1RwzHQEBFZqexS3rJN1FAMNEREVsrUQsMuJ6I7YqAhIrJSpjE0bKEhuiMGGiIiK5VTWg1vhT0c7WSWLoXI6jHQEBFZqasl1WydIWogBhoiIiuk1RtxrULN8TNEDcRAQ0RkhfLK1BCC42eIGoqBhojICmWXVgHgLdtEDcVAQ0RkhTipHlHjMNAQEVkhLntA1DgMNEREVijnj0AT6O5s4UqIbAMDDRGRFbpaWg2FgxyuTnJLl0JkExhoiIis0PU5aCQSiaVLIbIJDDRERFbGaBTIKeUcNESNwUBDRGRlClUaaA1GtHd3tHQpRDaDgYaIyMpkmxal5IBgooZioCEisjKmOWjY5UTUYAw0RERWJqeUk+oRNRYDDRGRlbk+qV4gW2iIGoyBhojIylwtqYa9TAofhYOlSyGyGQw0RERWpLhSi4NpRYj2V0Iq5Rw0RA3FQENEZEU+3Z+GKq0BTw4Kt3QpRDaFgYaIyEoUV2rx+YEMRPoqMKZLO0uXQ2RTGGiIiKzEiv1pqNQa8PSwSHY3ETUSAw0RUQtT6ww4dqUYQgjTtpJKLdZcb53pytYZosZioCEiakFCCDz91Qk89MlBTF15CFeKKgEAK36taZ15algkZGydIWo0sweap59+GqGhoZBIJEhOTjb36YiIrNp3J67i53PXEOLljN9SizDyg334cEcK1hy4gghfBe5j6wxRk5g90Dz88MP49ddfERISYu5TERFZtbwyNV794Sx8lA7YPL8fvpqdgAB3J3yw4xJUGj2eGhrB1hmiJpKb+wQDBw409ymIiKyeEAL/t/EUKtR6fPCXWHi42KNPBy9se2YAkvZeRl6ZGmO7tbd0mUQ2y+yBpiESExORmJhoeqxSqSxYDRHR3bfhSBb2XirAQ90DMbyTn2m7o50Mzw6PsmBlRK2DVQwKXrhwIbKzs00/CoXC0iURETWbWmfA8cwSfPZbOt7ceh7+ro545f5Oli6LqFWyihYaIqLWIrukCt8n5+CnM3k4n1sOvbHm1mx7uRT/ntgNbk52Fq6QqHVioCEiaqZytQ5bT+XiuxNXcTi9GADg7myHwdG+6Bbohm6BbogJdIeHi72FKyVqvcweaJ588kls3boVeXl5GDVqFJRKJVJTU819WiIiszIYBX5NLcTGY9nYfjYPGr0RDnIpxnZrh/GxARgY5QN7uVX06hO1CWYPNMuXLzf3KYiIzKZaa8D/TuVg/eFMXCmqgt4ooDcYoTMIaA1GAECvME883D0Qo7v6Q+nILiUiS2CXE1EDCSFgMArIZQ37v269wdjgfVsTtc4AB7kUEontzqei1Rtx+moZ/ncyBxuPZ6NCrYeTnQxdAlxhJ5NCLpNCLpWgS4AbHuoegBAvF0uXTNTmMdCQTdHqjcguqUI7Nyc42cuafbyrpdU4c7UMF3IrcCGvHIUqDWb0DcOYrv61vpCziqvw929P4uzVcjzeLxRP9A+Du3Pd8RBGo8DBtCJ8dTgTP5+9hkg/Bd57uBs6t3drcE16gxGJv1zC9rN5eHZ4FMZ2a1erFiEE9lwswLnccsilEsikEsilEvQM82zUee62Kq0ey/emYfm+y+jS3g3/ergbOvjUvmOxuFKLn8/mQWswQgJAIpHA0U6GaD8lovwVcJA3/e9Uqzdi5/lr0BqM8HJxgKeLPZSOcqQVVuJcTjnO5pQho6gSbk528FU6wkfpAA9ne9jJJJBKaq5jUaUWR9KLcSKrBGpdTetLtJ8SU0YFY3xcAFzZ+kJktSTixtXRrERgYCCys7MtXQa1ECEEyqv1yK9QI79Cg0qNHn0jvKFwqJ23f08rwkubTiO9sGbtG1+lA4I9neGtcIBEgj9+JHB3skOYtwvCfVwQ5q1AsKdzndlXj10pwX92p2LXhXzTNqkEsJNJodEbMSTaB6+P64JADyesP5KFN7ecQ6XWAH9XR+SVq6F0kOPxfqEY2dkfeWVqXC2tRlZxFX4+dw2ZxVUAgJhAN5zJKYcEwPzBHfDXoRGmL2yVRo+c0mqEebvA7oZWnCKVBk99dQIHLhdBIgGEAAZG+eDNcV0Q5OmEXRfysWRHCk5fLatzHaUSYNaAcCwcEQVHu9sHg4zCSuw4fw1Bns6IC3aHr9IRQM2YkAt55TiUVozskmq0d3dEoIcTAj2cEeThDFcn+S1bXYxGge9OXMV72y/gWrkGAe5OyCmrhp1MimeHR2LOgHAUqrT4dH8a1h3KRLXOcMu65FIJInwViPBVQOkoh7O9HC4Ocvi5OqBHiCcifRW3XIFarTPgm6NZSNqbhqul1bd93wDQzs0RKrUeFRr9bfdxspOhe4g7eoZ6YmCUD+KC3G26tYmoNakvHzDQUKMZjTVjB273pWk0CuiMxnr/b7tQpcGuC/nYdT4fv6YWQnXTF4zCQY6H4wMxvW8ovBT2ePfHC1h3KBMOcikm9ghEebUemcVVyCyuQnGltt56nexk6BrghpggN3TwUeD75BwcTKsJDPd29seQaF/c006JSF8lKrV6vLX1PL47cRWOdlJ0bu+GY1dK0M7NEf96qBv6RXjjfydzsHRnCtL+CFY38lY44OH4QEzqGYQwbxecuVqGv397CudzyxHhq0CAuxNSrlUgp0wNoOZOmHs7+2Nst/ZwspdhwbrjyC1TY2pCMBYMicS/t1/ExuPZcJBLEe6jwPncctjLpZjSOxjjYgMAAAajsWb22R0pOJlVijBvF7z3cDf0DPU01SWEwIHLRVj9Wzp2XsjHjb/1gR5OCPZ0xumrZahQ3/6L3sVehvbuTmjn7gRHuRTlah3Kq/UoVGmQX6GBh7MdFo6IwqO9gpGcVYoXNp5CWkElQr2ckVOqhtZgRMd2rpg9IAzt3JwghIAAUKHW43xuOc7mlONcTpnp2tzM1VGO+BAPhHq7QCaRQCaTwGgU+OFkDq6Va+DpYo+Z/cMQ5u2CokotilValFXrEOzphM4BbujYztUUkqu1BhSqNCiu1EJvFDD+0Z3oYi/HPe2UtUImEVkPBhqqw2gUphaNhsotq8a3R7Ox4WgWcsvUGBLti4k9AjH0Hl/YyaQ4m1OGTcev4vvkHBSqNHCQS6F0tIOrkxz2N3xB6I0ClwtUEKKmVSEu2AMRPgr4ujrAV+kAg1Fg/ZEsXMirAFDzRVau1qNPuBfemdAVod63Hq8ghIBR1LRypBVWIqOwEmmFlThztQynsstMoUkmlWBcbHvMHxyBCN9bT+L4a0ohFm0+jYyiKjzUPRCv3N+p1vwhBqPA1tO5SCtQob27EwLdnWr+6+FUZ9yMzmDE8r2XsXRnKiABOvgoEOWngJ+rI/ZdKjC9TwBwkEvx1oNd8XB8oGnbgcuFWPTdGWSXVOPRXkGYNzgC/m6OdWrWG4xY9Vs63v/5ErQGI4I8nE1dUlVaA66WVkMiAYbd44dJPYNQUKHBicwSHM8sQVZxNToHuKJ3mBd6h3siwkeBvHI1soqrkFVcjeySKuSWqZFTVo2c0mroDAKujnK4OtnB1dEOfTt4Yf6QiFrXSK0zYOnOFHy6Pw1dA9ywYGgEhkT73vEzp9UbUa01oFKrR5VWj/TCKhy9Uowj6cU4fbUMOkPtf7J8lA54cmA4JvcOhrM9e9GJWjMGmlbKYBT1LmQnhEChSovLBSpcLlAhvaAS6YU1P5nFVXCylyHM2wUhXi4I9XKGh7M9FI5yKB3kcLSXobxah0KVFkUqDc7llmPfpQIYRc0XSKSvAr+nFcEoAG+FPbxcHHDxWs0Xc6iXM7oGukOl1qFCrUe5Wgf9TV9CHdu5YlhHXwyO9oXnLebmEELgUHox1hzIwPnccswd1AGTegY1uenfaBRIK6zEhbxyxAS6I8jT+Y6vUesMyC6pQoSvsknnvNXx5FJJncCTml+BLadykZKvwrxBHdAloO44mIa0el2XVqDCOz9eQE5pNQxGAb1RQAiBgVE+mNE3tNkDWK//k9HQv4vG7l8ftc6AkiotDEYBoxHQG40I8HBq1tgbIrIdDDQ2yGgUSC+qRIVaj2qtAWq9AWVVOlzIq8D53HKcy60ZwOrlYg8/V0f4uzrCxUGOij9CRIVaj5yy6jpdCHYyCUK8XBDi6QyVRo+MokpcK9fcsR6pBBgS7YtJPYMw5I8WmbwyNTYez8a3x7JRUqXFfV3bYUL3QHQP5pgDIiK6+xhobIDRKFCo0uBgWhH2XirAvkuFKFTdOmjYy6WI9lOivbsjClVa5JWpkV+hhs4gYC+XwtVRDqWjHXyUDujgo0AHHxd08FEg3McFAe51u0SqtHpkFVejXK0zDZis1urh5mQHL0XN3SK+SgfOr0FERBZVXz5gh/NdpDMYodEb69ydc6PSKi2Ss0pxMqsMp6+W4mqpGkU3DE687h5/JcbHtoeP0gFO9jI4ymVQOMoR6atAmLdLnVDSmC6JmznbyxHtf3e6VYiIiCyBgaYJhBC4UlSF3y4XIjmzFJnFVcguqUZuWTWMAlA6yBHg4YQAdyc42stQUqlF8R8/+RV/trrYySRo51YzkDQmyB3eCgfEBbtjYKTPLQd91kcqlcBBynEERETUNjHQ3ILRKFBWrUNRpeaPQbFaFP/x5+ySavyeVlRrvgtXRzmCPJ3RNcANzg4y5JbWzEuyL6XAdDeIp4s9Ajyc0LeDF2KD3BET5I6O7VzrnS+EiIiIGqZNBhqt3oijGcXYc6kA+y4VoLhSC4GaScyMQqC8Wler++dm4T4umJoQjH4dvNErzBNeCodb7mc0ChiE4JwWREREZtamAo3BKPDXL49jf0oBKrU1s5V6KxwQ7OkEiUQCqQSQQAJXJzv4KGtuRfZS2MNL4QBvF3t4Kuzhq3S85W3GtyKVSiAF7/YhIiIytzYVaGrWatGgYztXDLnHF4OifNCpnestp1MnIiIi29GmAg0AfDU7oU2ugExERNSatblvdoYZIiKi1off7kRERGTzGGiIiIjI5jHQEBERkc1joCEiIiKbx0BDRERENo+BhoiIiGweAw0RERHZPAYaIiIisnkMNERERGTzGGiIiIjI5jHQEBERkc1joCEiIiKbJxFCCEsXcTMHBwf4+PiY7fgqlQoKhcJsx2+NeM2ahtet8XjNmobXrfF4zZrGktetoKAAGo3mls9ZZaAxt8DAQGRnZ1u6DJvCa9Y0vG6Nx2vWNLxujcdr1jTWet3Y5UREREQ2j4GGiIiIbF6bDDQLFy60dAk2h9esaXjdGo/XrGl43RqP16xprPW6tckxNERERNS6tMkWGiIiImpdGGiIiIjI5rWpQJOSkoK+ffsiKioKPXv2xNmzZy1dktVRq9UYP348oqKiEBMTgxEjRiA1NRUAkJ+fj3vvvReRkZHo0qUL9u3bZ+Fqrc/q1ashkUiwefNmALxmd6LRaLBgwQJERkaia9eumDp1KgD+rtZn27Zt6N69O2JjY9GlSxesWbMGAD9rN3v66acRGhoKiUSC5ORk0/b6Pltt/XN3q2tW33cCYGWfO9GGDBkyRKxevVoIIcQ333wjevToYdmCrFB1dbXYunWrMBqNQgghli1bJgYNGiSEEOLxxx8Xr776qhBCiMOHD4uAgACh1WotVKn1SU9PF3369BEJCQniu+++E0Lwmt3Js88+KxYsWGD6vOXm5goh+Lt6O0ajUXh4eIiTJ08KIWo+cw4ODqK8vJyftZvs3btXZGVliZCQEHHixAnT9vo+W239c3era1bfd4IQ1vVvXJsJNNeuXRNKpVLodDohRM0/DH5+fiIlJcXClVm3I0eOiJCQECGEEC4uLqYvHCGE6Nmzp/jll18sVJl1MRgMYtiwYeLo0aNi0KBBpkDDa3Z7KpVKKJVKUVZWVms7f1dvz2g0Ck9PT7F3714hhBAnT54U7du3FxqNhp+127jxy7m+zxY/d3+6OQTe6MbvBCGs69+4NtPllJWVhXbt2kEulwMAJBIJgoODkZmZaeHKrNuHH36IcePGoaioCDqdDv7+/qbnQkNDef3+kJiYiH79+iE+Pt60jdesfpcvX4anpyfefvtt9OjRAwMGDMDOnTv5u1oPiUSCDRs2YMKECQgJCUH//v2xZs0aVFRU8LPWAPV9tvi5a5jr3wmA9f0bJ7fIWckmvP3220hNTcXOnTtRXV1t6XKs1pkzZ7Bx48Y2P2ahsfR6Pa5cuYJOnTrh3XffxYkTJzBixAhs3brV0qVZLb1ejzfffBObNm3CwIEDceTIETzwwAO1xogQmcuN3wnWqM200AQFBSE3Nxd6vR4AIIRAZmYmgoODLVyZdVq8eDE2bdqEH3/8Ec7OzvDy8oJcLkdeXp5pn4yMDF4/APv370dGRgYiIyMRGhqK33//HXPmzMHXX3/Na1aP4OBgSKVSTJkyBQAQFxeHsLAwXLlyhb+rt5GcnIycnBwMHDgQANCzZ08EBgbi1KlT/Kw1QH3fA/yOqN/N3wkArO57oc0EGl9fX3Tv3h1ffPEFAGDjxo0IDAxERESEhSuzPomJifjqq6/wyy+/wN3d3bR94sSJSEpKAgAcOXIEV69exaBBgyxUpfWYN28ecnNzkZGRgYyMDCQkJOC///0v5s2bx2tWD29vbwwbNgzbt28HAKSnpyM9PR39+vXj7+ptXP/SPX/+PAAgNTUVly9fRnR0ND9rDVDf9wC/I27vdt8JgJV9L1hk5I6FXLhwQSQkJIjIyEgRHx8vTp06ZemSrE5WVpYAIMLDw0VMTIyIiYkRvXr1EkIIkZeXJ0aMGCEiIiJEp06dxK5duyxcrXW6cVAwr1n9Ll++LAYPHiy6dOkiunXrJr799lshBH9X67Nu3TrT9erSpYv48ssvhRD8rN1szpw5IiAgQMhkMuHr6ys6dOgghKj/s9XWP3e3umb1fScIYV2fOy59QERERDavzXQ5ERERUevFQENEREQ2j4GGiIiIbB4DDREREdk8BhoiIiKyeQw0REREZPMYaIhsVGxsLGJjY9GpUyfIZDLT40mTJuGVV17Bl19+adbzV1VVoUePHqioqAAA7N27F3369DHV1K9fP1y7ds2sNdxIIpGgtLS0Ua/57LPPMH78+EafS6VSQSKRNPp1N3r++eexbt26Zh2DiP7EtZyIbNT19XsyMjIQGxvb4uv5fPTRRxg3bhyUSiX0ej0efPBB7NixA927dwcAXLx4ES4uLi1aky154YUX0L9/f0yaNAkymczS5RDZPLbQELVCM2bMwJIlSwAAr732Gv7yl7/g/vvvR1RUFMaOHYszZ85g1KhRiIqKwqOPPgqj0QgAqKiowOzZs9GrVy9069YNc+bMgVarveU5li9fjsmTJ5teV15eXmvV3ejoaCgUCgA1U6f37NkTsbGx6NmzJw4ePGjaLzQ0FIsWLULfvn0RFBSEpKQkrF69Gn369EFoaCjWr19v2lcikWDRokWIi4tDVFTUbVuhUlJScN9996Fnz57o1q0bPvrooztesz179qBLly6YP38+YmJi0LlzZxw9erTW+42MjERcXBw++OCDWq89cuQIhg4dih49eiAuLg7ffPMNAOCtt97CAw88ACEENBoN4uPjTTX7+vqiQ4cO+Pnnn+9YGxE1gMXmKCaiuyI9PV24ubnV2jZ9+nTxwQcfCCGEePXVV0VYWJgoLi4WRqNRDBw4UPTu3VuUl5cLnU4nYmJixJYtW4QQQsyePVusWbNGCCGE0WgUM2fOFO+9916dc2ZmZgovL69a25555hmhUCjE6NGjxeuvvy4uXrxoei4/P9/054MHD4ro6GjT45CQEPHss88KIYRISUkRjo6O4o033hBCCHH48GHh7e1t2heAWLRokRCiZtkEDw8PkZ6ebnqupKRE6PV6ER8fL86fPy+EEKKyslJ07dpVHD58uM77WL16tRg3bpwQQojdu3cLmUwmfv/9dyGEEJ988okYOXKkEEKI06dPCz8/P5GTkyOEEOKll14S1//5LCkpEbGxsabnCgoKRFBQkMjOzhZGo1Hce++94t///reYP3++mDNnTq3z/7//9//Ec889V6cuImo8djkRtQEjR46Eh4cHAKB79+5wcHCAUqkEULPKdUpKCgBg8+bNOHjwIBITEwEA1dXVt+wOyc7Ohp+fX61tS5Yswd/+9jfs3r0bO3fuRFxcHLZv347+/fvjxIkTeOutt1BUVAS5XI6LFy+iuroaTk5OAIBJkyYBACIiIuDo6IiHH34YANCjRw8UFxejtLTUtCjerFmzAADh4eEYOHAg9u3bh9DQUFMdFy9exNmzZ/HII4+YtlVUVODcuXPo2bNnvdcpIiICvXv3BgD06dMHixcvBgDs2rULo0ePRrt27QDULEj6zjvvAAAOHDiAtLQ0jB49utaxLl68iICAAHzxxReIi4uDh4cHDh06VGsff39/nDt3rt6aiKhhGGiI2gBHR0fTn2UyWZ3Her0eACCEwMaNGxEVFVXv8ZydnaFWq+tsDwkJwYwZMzBjxgy4uLjg66+/Rq9evTBhwgTs3r0bPXv2RHl5Odzc3KDRaEyB5nb1SSQSSCQSU323cvPgXCEEPD09mzSm6HbXpb5zCiHQuXNnHDhw4Jb7XrlyBUajERUVFaisrKx1DrVabboGRNQ8HENDRCbjx4/Hv/71L9MXeUlJCVJTU+vsFx0djfz8fFRXVwOouevnxx9/hPhjrdvq6mqcP38eHTp0gFqthlarRXBwMABg2bJlzapx9erVAGoGQ+/fvx8DBgyoU5urq6tpPwBITU1FcXFxk885dOhQ/PTTT8jLywMAJCUlmZ7r27cv0tPTsWPHDtO25ORkaLValJeX45FHHsHatWsxd+5cTJs2zXSNAOD8+fOIiYlpcl1E9CcGGiIy+eCDD+Dk5ITY2Fh069YNw4YNQ0ZGRp39HB0dMXLkSOzatQtATStFUlISoqOjERMTg/j4eMTHx+Ovf/0rXF1d8eabb6JXr16Ij4+Hvb19s2o0GAyIi4vDyJEjsXTp0lrdTQAgl8uxZcsWbNq0Cd26dUPnzp0xc+ZMU/hqii5duuC1117DgAEDEBcXBwcHB9NzHh4e2Lp1K95++23ExMSgU6dOePHFF2E0GjFz5kxMmTIFQ4YMwd///ndIJBK89957AGqu2c6dO/Hggw82uS4i+pNE3Pi/C0REDXT48GG8/vrr2LJlS4udUyKRoKSkxDSexpb99NNP+OKLL/DFF19YuhSiVoEtNETUJNfHxlyfWI8ap6yszNRaQ0TNxxYaIiIisnlsoSEiIiKbx0BDRERENo+BhoiIiGweAw0RERHZPAYaIiIisnkMNERERGTz/j/AHZn0KQSNvwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 560x384 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Bearing1_1 Feature Values'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_extractor = FeatureExtractor(RMSProcessor(data_loader.continuum))\n",
    "feature_extractor(bearing)\n",
    "Plotter.feature(bearing)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 划分轴承运行阶段并输出图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 560x384 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Bearing1_1 Raw Sensor Signals'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fpt_calculator = ThreeSigmaFPTCalculator(ratio=3)\n",
    "stage_calculator = BearingStageCalculator(data_loader.continuum, fpt_calculator)\n",
    "stage_calculator(bearing)\n",
    "Plotter.raw(bearing, is_staged=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 轴承RMS上的运行阶段划分图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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r64vZbGbo0KF89tlnjBgxgnfffZe4uDhbp8ZBgwbZrv/999/zySefsHnzZry9vdmyZQt33323OkCK/E+zZs0cHYKI/R1eBAffgGHJSmhK42q1JxVl5MiRALRs2RIPDw9OnTpFamoqbm5uREdHA9CrVy/q1avH7t27CQkJwdPTk3vuuafIdW6//Xbc3d0JCgqiadOmDB48GJPJRHBwMHXq1LHV7Kxdu5bZs2eTmZmJxWLh/PnzV43xhhtu4KWXXiIuLo5+/frRq1evyx5nsVh48skn+e677zAMg5SUFNq0acOIESNYv34999xzj23Y/OjRo5k/fz4AK1asYM+ePXTt2tV2rfPnz5OTk0O1atVKf1NFKpmVK53j75WIXZn/N4u/m7dDinfZhMZZ+Pj42H53d3e/Yp+YP07cVr169Uum2//zdS533aSkJKZMmcKOHTto1qwZe/fupU+fPleN8ZFHHmHo0KGsW7eOZ555hjZt2vD2229fclxMTAwpKSn8+OOP+Pj4MG3atCsuM/HH12MYBqNHj+bVV1+9aiwiIlJJXUxo3H2KP85O1CnYDlq0aIHFYmHt2rUAbN26lVOnThEVFXVN101PT8fT05MGDRpgGAZvvfVWic47ePAgTZo0Ydy4cTzzzDO2jsD+/v6kp6fbjktNTaV+/fr4+Phw6tQpPv/8c9u+fv36sWTJEgoKCigoKODDDz+07RsyZAiLFy8mKSkJsNb07Ny585peq0hlMmfOHObMmePoMETsy5Jn/emghEY1NHbg5eXFF198wdSpU3nsscfw8fHhP//5D76+vpw9e7bM123bti0jRowgMjKSWrVqMWzYsBKd99Zbb/Htt9/i5eWFu7s7r7/+OgD33nsv9913H8uXL2fy5Mk8/PDD3H777URGRtKwYUNuvPFG2zUefPBB9u3bR+vWrQkKCqJz586cOHECgN69e/Paa69x2223UVhYSH5+PrfccgudO3cu82sVqUwu1ohOnjzZwZGI2JE5F0xu4OaY1MJkOOE0qSEhISQnJxfZZjabOXToEBEREbi7uzsosqotMzMTPz8/CgoKGDlyJJ06deLJJ590dFhlpveUVJTIyEhAMwVLJbdhIKRshjuz7VbE5fKDi1RDIyV24403kpeXR25uLr169WLq1KmODklERJyFJc9hzU2ghEZK4ccff3R0CCIi4qzMueDumBFOoE7BIiIiUh7MueBWSWtozp07R//+/W3PL1y4wOHDh0lJSaFmzZr2LFpExGkMGDDA0SGI2J85t/I2OdWqVYvdu3fbns+YMYNNmzYpmRGRKmXmzJmODkHE/ix54BngsOIrtMnp/fffZ+zYsRVZpIiIiFQEc67DZgmGCkxotm7dSmpqKoMHD75kX0xMDCEhIbZHVlZWRYVVrmrXrk1iYqKjw7gmGzduLLI21IkTJ+jdu3eFlD1r1ixOnTpVIWWJVKRHH32URx991NFhiNiXg5ucKiyhef/99xk1ahQeHpe2ck2bNo3k5GTbw9fXt6LCqnKutDTDRX9OaBo2bMiWLVvsHRaghEYqrzVr1rBmzRpHhyFiX1Vh2HZWVhafffYZO3bsKL+LbhoCWQnld70/820GfYtfUG7lypU8+eSTeHp6cvPNNxfZFxcXxyOPPEJKSgp5eXmMHz+eKVOmANbFHJ966im8vLy4+eabef/999m5cydhYWHFnmcymXjllVdYvnw5Z86c4bnnnmPMmDFXLc9kMvHcc8/x1Vdfcf311zNq1CgmTpzIhQsXyM3N5e6772b69Ons3r2buXPnYjab2bhxI8OHD2fUqFFERUWRlpYGQGxsLE8//TSFhYUEBQXxzjvv0Lp1azZu3MiUKVPo06cP33//PYWFhXzwwQeXnS14/vz5xMTE4OXlhdlsZv78+cTGxnLixAnuvPNOqlWrxqJFizh37hzTp08nNzeX/Px8pk2bZmuyPHnyJKNHjyY5OZmQkBBq1qxJy5YteeGFFygoKODZZ5/l22+/JT8/n4iICObNm0dQUFDZ3w8iIlI8Bw/brpCEZunSpbRv356WLVtWRHEVIiUlhTFjxrBlyxZat27Nu+++y7lz5wDrDLR33XUXixcvpmXLlly4cIFu3brRtWtXQkNDuf/++/n+++9p2bIlCxcuLNF5Xbp0AcDb25vt27dz4MABunTpwr333ovJZLrqee7u7raEMjMzk/Xr1+Pt7U1OTg49evTgxhtvpFu3bkyYMIG0tDRmzZoFUKQJLSUlhbvvvpuNGzfStm1bPv74Y26//Xbb7KcHDhzg/fff5+2332bu3Ln87W9/IzY29pJ799hjj3HgwAEaNGhAQUEBeXl5dO3alQULFrB06VLbmlepqal89913uLu7c/78eTp06EB0dDQhISFMnTqV7t278/e//922TtbF99e///1vatSowfbt2wF46aWXmD59utbSERGxF0shGObKO2z7ovfff59x48aV70WvUntib9u2baNdu3a0bt0agLFjx/LQQw8B1sUgf/nlF0aMGGE7PjMzk19//ZWTJ0/Srl0725fv6NGjmTBhwlXPu5iYjBw5EoCWLVvi4eHBqVOnyMjIuOp5999/v21fTk4OkyZNYvfu3bi5uXHs2DF2795Nt27din3NP/74I23btqVt27a2WCZPnszx48cBCA8Pp2vXrgB0796dGTNmXPY6/fv359577+XWW29l4MCBREREXPa4c+fOMXbsWA4dOoSHhwfnzp1j//79hISEsH79etv169evX6Rv1vLly0lPT2fZsmUA5OfnExYWVuxrExGRa+DghSmhghKarVu3VkQxDmUymWy/G4ZBzZo1iwxZv2jlyisnYsWdd5GPz+9vFnd3dwoLC0t03h/7JT3zzDPUrl2bXbt24eHhwfDhw8nNzb3iuSV1udguZ9myZfz0009s3LiRQYMG8fLLLxdJxi6aMGECgwYNYtmyZZhMJjp27HjFOP98/2fPnq25P0REKor5f3+bq0Kn4Mqme/fu7N27lwMHDgCwYMEC8vPzAWjRogX+/v4sXLjQdnx8fDznz5+nW7du7N27l4MHDwKwePHiEp1XnNKel5qaSkhICB4eHhw8eJC1a9fa9vn7+5Oenn7Z87p168a+ffvYv38/AJ9++inBwcEEBwcXG98fFRYWkpCQQOfOnXn88ce5/fbbbU1Dfy47NTWV0NBQTCYTmzdvZs+ePbZ9/fr1Y9GiRQCcPn2aVatW2fYNGzaMmTNncuHCBcA6oaMWBRRHmjRpEpMmTXJ0GCL2czGhceCwba3lVEZ16tRhwYIF3HbbbbbOvbVq1QLAw8ODVatW8cgjjzBz5kzMZjO1a9dmyZIlBAcHM3/+fIYNG4a3tzc33XQTvr6+BAYGFntecUp73vTp07n33nv54IMPaNasGf369bPtu+222/joo4+IioqydQr+42v++OOPGTVqlK1T8Oeff16kduRqzGYz999/P+fPn8fDw4M6derYErGpU6cybtw4qlevzqJFi/jnP//JpEmTeOmll4iKirI1ZwG88cYbjB49mtatW9OwYUO6du1KYGAgAE8++aStX87F2J588knbisciFW3y5MmODkHEvpyghsZkGIbhsNKv4HLLg5vNZg4dOkRERATu7u4Oiqx8ZGZm4ufnB1j7ezz99NP89ttvDo7KteTk5ODp6WnrW9OtWzcWL15cJOm5msr0nhIRcaj0X2F1JLR5Dtr93W7FXC4/uEg1NA4we/Zsli5ditlsxt/fn48//tjRIbmcuLg4Ro0ahWEY5OfnM2nSpFIlMyIVaciQIUDxfehEXJqthkZNTlXKM888wzPPPOPoMFxau3btiu0ELeJMEhLsOGeWiDOw9aFRp2ARERFxVU4wbFsJjYiIiFwbJ+gUrIRGREREro0TDNtWQiMiIiLXxglqaNQpWETEzmJiYhwdgoh9OUEfGiU01ygsLAxvb2+qVatm2/bRRx9x6623FtneuXNn5s+fzwsvvMCcOXMIDg4mLy+Pdu3aMXfuXK0ELVKJRUdHOzoEEfvSsO3K4Y8rRJdk+8iRI5k1axZms5k77riDl19+mddff93+gYqIiNiDEwzbdumE5kpT2a9YsYLw8HDi4+MZOnToZY+5uLZPbGws06ZNu+J+e3J3d+fGG2/kq6++sntZIuI4F/9WaU0xqbTU5FQ53HnnnUWanH744YdLtj///PPcdtttRc7Lyclh+fLldO/eveKCFRERKW9qcro2V/vfTnh4+FWPiY6Ovub/NZW2yenjjz9m06ZNAPTt25ennnrqmsoXERFxKDU5VU0X+9CIiIhUCmbHNzlpHhoRERG5NhbNQ1Mp/LkPzcyZMx0YjYiISAVTHxrXl5iYWKrtL7zwgt1iERHntGLFCkeHIGJf6kMjIlL5hYeHOzoEEfuy5AEmcPN0WAjqQyMiYmfx8fHEx8c7OgwR+zHnWpubTCaHheAyNTSm/90kwzAcHIlUFhffSyYHfgClarg4wacm1pNKy5zr0OYmcKGExs3NDU9PT86dO0etWrX0JSTXxDAMzp07h6enJ25uqqgUEbkmljyHjnACF0poABo3bkxSUhLnz593dChSCXh6etK4cWNHhyEi4vrMuUpoSsPLy4vw8HAsFouanuSamEwm1cyIiJSXi31oHMilEpqL9EUkIiLiRMx54FHDoSEoMxAREZFrY1GTk4hIpafRTVLpOUGTk2poRERE5No4wbBtJTQiInYWGxtLbGyso8MQsR8N2xYRqfymTZsGqOlJKimLGSwFanISERERF2bJs/5Uk5OIiIi4rIsJjYObnJTQiIiISNmZc60/ldCIiIiIy7IlNJW8D01eXh5TpkyhefPmtG3blnvuucfeRYqIOJVmzZrRrFkzR4chYh8XE5rKvtr2U089hclk4tChQ5hMJk6dOmXvIkVEnMrKlSsdHYKI/ThJHxq7JjTZ2dm8//77JCcnYzKZAKhfv749ixQREZGKVBWanBISEqhZsyavvvoqnTt3pnfv3qxfv/6S42JiYggJCbE9srKy7BmWiEiFmjNnDnPmzHF0GCL24SRNTnZNaAoLCzl69CitW7dm586dvPnmm9x5552cPn26yHHTpk0jOTnZ9vD19bVnWCIiFertt9/m7bffdnQYIvZhdo4mJ7smNI0bN8bNzY2RI0cC0KFDB5o0acK+ffvsWayIiIhUFEsVGLZdu3Zt+vfvb1vD5MiRIxw5coRWrVrZs1gRERGpKE7Sh8buo5zmzp3L2LFjefLJJ3Fzc2PevHkEBwfbu1gRERGpCGbnWPrA7glN06ZN2bBhg72LEREREUdwkiYnrbYtImJnAwYMcHQIIvZTVZqcRESqupkzZzo6BBH7qQrDtkVERKSSqwrDtkVEBB599FEeffRRR4chYh8WNTmJiFQJa9ascXQIIvZjdo5OwaqhERERkbJzkmHbSmhERESk7Jxk2LYSGhERESk7Jxm2rYRGREREys7W5KROwSIildqkSZMcHYKI/ZhzrcmMyeTQMJTQiIjY2eTJkx0dgoj9WHId3twEanISERGRa2HOdXiHYFBCIyJid0OGDGHIkCGODkPEPsx5Dh+yDWpyEhGxu4SEBEeHIGI/FtXQiIiIiKszqw+NiIiIuDonaXJSQiMiIiJlpyYnERERcXlO0uSkTsEiInYWExPj6BBE7Mec6xRNTkpoRETsLDo62tEhiNiHYYAlX01OIiIi4sIs/1vHyQmanJTQiIjYWWRkJJGRkY4OQ6T82VbaVg2NiIiIuCrbSttKaERERMRVWVRDIyIiIq7O1uSkPjQiIiLiqtTkJCIiIi7PiToFax4aERE7W7FihaNDELEPi/M0OSmhERGxs/DwcEeHIGIfTlRDoyYnERE7i4+PJz4+3tFhiJQ/J+pDoxoaERE7Gzp0KAC//PKLgyMRKWcati0iIiIuT8O2RURExOU5UZOTEhoREREpG3UKFhEREZfnRMO27Z7QhIWF0aJFC6KiooiKimLp0qX2LlJEREQqwsUmJyeooamQUU5Lly4lKiqqIooSEXE6Gt0kldbFJif1oRERERGXVZWanABGjRpF27ZtGTt2LGfOnLlkf0xMDCEhIbZHVlZWRYQlIlIhYmNjiY2NdXQYIuXPiToFmwzDMOxZQFJSEo0bN6agoIDp06ezb98+vvrqq2LPCQkJITk52Z5hiYhUmMjISEBNT1IJ/TgeEt6D28+DV5DdiysuP7B7H5rGjRsD4OnpySOPPEJERIS9ixQREZGKUFX60GRnZ5OWlmZ7/sknn9ChQwd7FikiIiIVxYn60Ni1hub06dP85S9/wWw2YxgGTZs25cMPP7RnkSIiIlJRzHng5gkmx48xsmtC07RpU3bt2mXPIkRERMRRzLlO0dwEWm1bRMTumjVr5ugQROzDkusUzU2ghEZExO5Wrlzp6BBE7MOc6xRDtkET64mIiEhZmfOcpslJCY2IiJ3NmTOHOXPmODoMkfJnUQ2NiEiV8fbbb/P22287OgyR8md2nj40SmhERESkbMx5rllDk5eXZ684RERExNU40bDtEiU0e/fupU2bNrahhz/99BNPPPGEXQMTERERJ+dEw7ZLlNBMnTqVuXPnUqdOHQA6duzI6tWr7RqYiIiIODHDcKompxLNQ5OVlUWvXr1sz00mE15eXnYLSkSkMhkwYICjQxApf5YCwHCaJqcSJTQeHh4UFBRgMpkAOHbsGO7u7nYNTESkspg5c6ajQxApf060MCWUsMlpypQpDBs2jDNnzjB9+nR69+6tPjQiIiJVmfliQuNCNTT33HMPTZs2ZcWKFeTn57N48eIiTVAiInJljz76KKCaGqlkzP8b+exKTU4APXr0oEePHvaMRUSkUlqzZo2jQxApf65YQ3PDDTfY+s/80bffflvuAYmIiIgLcLI+NCVKaB5//HHb77m5uSxZsoSIiAi7BSUiIiJO7mKTkyvV0Nxyyy1Fng8dOpR+/frZJSARERFxARebnJykD02Z1nIym82cOHGivGMRERERV+GKTU633XabrQ+N2Wxm7969DBo0yK6BiYhUFpMmTXJ0CCLlzxWbnIYNG/b7CR4ePPPMM3Tt2tVeMYmIVCqTJ092dAgi5c/JmpxKlNCMHj3a3nGIiIiIK3GlYdvTpk0r9uSYmJhyDUZEpDIaMmQIACtXrnRwJCLlyJX60AQEBFRUHCIilVZCQoKjQxApf67Uh+b555+vqDhERETElWQfsf70ruPYOP6nxEsfbN++nd27d5Obm2vbNnXqVLsEJSIiIk7u9EbwqgkBrR0dCVDChObVV1/lP//5D0lJSfTt25e1a9fSv39/JTQiIiJVUX46pP4MwUPBVKYp7cpdiaJYsmQJW7duJSQkhGXLlrFjxw7c3JzjBYiIiEgFO/MdGBaod72jI7EpUQ2Nj48PPj4+WCwWDMOgRYsW6uQmIlJCGhEqlU7KRuvPejc4NIw/KlFCU61aNQoKCoiKiuLxxx8nJCQEs9ls79hERCqF6OhoR4cgUr5ObwTvWhAQ6ehIbErUbvTOO++Qn5/P66+/TkZGBt9//z0fffSRvWMTERERZ3Ox/0zdvk7TfwZKWEPToEEDatSoQY0aNXjvvffsHZOISKUSGWn9X+wvv/zi4EhEysHF/jN1r3d0JEWUKLWKiIjgjjvu4KuvvsJisdg7JhEREXFWtv4z1zsyikuUKKFJSkrilltu4bXXXiM0NJSnn36aQ4cO2Ts2ERERcTZO2H8GSpjQ1KhRg/vuu4+NGzeyefNmzp07R6tWrewdm4iIiDgTJ+0/A6WYKbigoICVK1eyYMECduzYwcSJE+0Zl4iIiDgbJ+0/AyWsoXnooYdo1KgR8+fPZ/To0SQnJ/PWW2+VqqCFCxdiMplYvnx5WeIUERERR3PS/jNQilFOO3fuJCQkpEyFJCYm8t5779GtW7cynS8i4spWrFjh6BBEyoeT9p+BEtbQPPPMM2VOZiwWCw888ACzZ8/G29u7TNcQEXFl4eHhhIeHOzoMkWvjxP1noIQJzbWIiYmhZ8+edOrUqdhjQkJCbI+srCx7hyUiUmHi4+OJj493dBgi1+b4KqftPwOl6BRcFvv372fZsmVs3ry52OOmTZvGtGnTbM/LWhskIuKMhg4dCmhiPXFhlkLY/3fw8IPQuxwdzWXZNaHZsmULiYmJNG/eHIBTp04xfvx4Tp48qVFSIiIiruLIB5AZB21fAJ/ajo7mskrU5HTs2DEGDx5MVFQUALt372bmzJlXPW/ixImcPHmSxMREEhMT6datG++++66SGREREVdhzoV9L4B3bWg57aqHO0qJEpoHH3yQESNGYBgGAG3atGHBggV2DUxEREScQNxcuJAMrZ8GTz9HR3NFJUpoUlJSuOeee3Bzsx7u4eGBh0fpW6s2btzIsGHDSn2eiIiIOEBBJvzyClQLhubO3bpSoqzEw8PDVjsDkJqaWuS5iIiIVEIHZkHeWbjuXfCo5uhoilWihOaOO+7gwQcfJCMjg/nz5zN37lweeOABe8cmIlIpaHSTuKS883BgBviGQ9P7HB3NVZUooXnsscf45JNPSE9PZ82aNUybNo27777b3rGJiIiIoxx6CwoyoPMccPN0dDRXddWExmw2Ex0dzbp167jrLuccey4i4sxiY2MBiI6OdnAkIiVUmA2H3oQaTSB0hKOjKZGrJjTu7u5cuHABi8Vi6xQsIiIld3HiUDU9icuInw9556DdS+Bm1ynryk2JouzSpQuDBw/mnnvuwdfX17Z9yJAhdgtMREREHMCcb+0741MXmtzn6GhKrEQJzd69ewF47733bNtMJpMSGhERkcrm6BLrvDPt/+H0I5v+qEQJzYYNG+wdh4iIiDiaYYFf/wWe/k4/78yflSihudLikn369CnXYERERMSBkldAxgFo/RR4BTg6mlIp8bDti3Jzczl48CBt2rTh559/tltgIiKVRbNmzRwdgsjVmXOtswK7eUOLhx0dTamVKKHZsWNHkefbt29n0aJF9ohHRKTSWblypaNDkMrq/E/w8zSodR00vAXq9LTOGWMYcOEYpO6C7CSw5P/+8A2H0L8WnVsmMwG+u8N6fItHoFp9h72ksjIZZVzDoEOHDuzatau84wEgJCSE5ORku1xbRESkUjAMiO0K5/9Q6eAZAIFtIP03yD9/5XOrN4ZW/wfNxsLJr2HbGOu6TW2egzbPgpu7/eMvg+Lyg1KNcgLrRHs//vgjBQUF5ROdiEglN2fOHAAmT57s4EikUkn63JrMRDxkXZrg+Go4sRrS9kNAJAR1gKAo8GsO7t7g5gUmDzjxFRyIgZ8egr3PQkEaeNeGG76BBgMc/KLKrkQ1NE2aNLH97uHhQfPmzXnppZfo1KmTXYJSDY2IVCaRkZGAJtaTUii8AHlnIPcMFGZCrW5Fh1Cb82F1K+vCkbcmgE/t0l8/4X1rYlMjFHp8DNWDy/c12ME119AcOXKkXAMSERGRy0g/AFtus440+qOaneD6r6yT3QHEz4Wsw9a5YkqbzAB4VIcWD0HEFOtzk+na4nYCJVrLYNiwYSXaJiIiIleRc8pa8/JnZ7fDul6QGQehd0GLR6H9q9ak4/xPsLYXZCVCfjrsfxGqh1z7aCSTqVIkM1DCGpqkpKRLtiUkJJR7MCIiIpVO3jk49iWc+c76yEqw9mVp/Fdo9RjU7AgnvoEtfwEM6LMSggcVvYZ/K9g5Bdb2gLo3WK/ZbZFLzeRrb8UmNPPmzWPu3LkcOnSIjh072ranp6fb2oRFRESqlAvHrcOba3UFnzrFH3t8Nfx4P+SmWJ/7Nbd24M0+Zl1i4OgSqN0dzu2wzs57/Wqo3e3S60RMAu9a8MO91nMC20HYPeX+0lxZsQnNzTffTIsWLZg4cSIzZ860bff396ddu3Z2D05EpDIYMMB1R44I1uUAjq+Ck9/AqfWQeci63c0LGg2H8PFQ9/qiTTeFF2DX4xD3jnUo9XXvQvAQqFbv92NSd8Nvr8PRT63zvtywBgJaXTmO0DvBqybsfgo6veG0Q6sdpczz0NiTRjmJiEiFyjsPJjfwCiy6/eQa2P2kNfkAqN4I6veHwPZwfCWc/t9ahzXCrA+vAGsCc3abNfGpez10/wBqNL5y2bkp1tl5XWypAUe45lFOOTk5zJ49m927d5Obm2vb/sUXX5RPhCIiIhWp8IK1xuX0RkjZCGn7rNsDIq2z7dbsDEmfwal11mSj1eMQ/iD4Nvu9JqblI5BxCBLes66BlLYXCtLBMFtrbzr8G1pOsyZKxbk4ckmuSYkSmnHjxuHv78/WrVt57LHHWLRokRamFBEpoUcffRSgSNO9VABzPrh7XbrdMGDjIEjZZH3uUx9CR1h/P/M9xL8LvAuYrP1d2v79yjUs/hHWxKXDv3+/tvmC9VyP6uX7eqRYJUpo9uzZw759+2jXrh0PPfQQ9913H7fccou9YxMRqRTWrFnj6BCqFsOw9jOJewf6rYXaXYvuP7bMmsw0vhPavWjtqPvH/i/ZSXBuOwS0tj5Kw2QCjxrX/hqk1EqU0FSrZh0W5uHhQXZ2Nn5+fpw5c5kx9CIiIo524HX47TXr79vGwMBd1qn/wVprs/sp8PCDzrMvP0qpRuPi+7yIUyrRxHo1a9YkNTWVQYMGER0dzbBhwwgJCbF3bCIiIqVz5CPY9X/WvjCtnoCM32D/S7/vj3vHOg9M5NNXH3ItLqVEo5zMZjPu7u4YhsGSJUtITU1l1KhR+Pv72yUojXISkcpEazlVkBPfwKZboVoDGLAVfOpZV6NO2wvRO8A3DFaGW/u2DD6kSelc0DWPcnJ3d+fkyZMcPHiQkSNHUlBQgBOO9hYRkarCMKxDqtP2WPu8XDhmHZHk6Qc3xFqXBQDotgC+6WJteqp3PeSfh06zlMxUQiVKaP7zn//w2GOPYTKZSExM5Ndff+Xpp5/mq6++snd8IiIub9KkSY4OofJJmA/bx//+3ORh7dzbdX7RyemCoqD1U/DLy9bkJ6gDhI2s8HDF/krU5NSpUyfWrFnDjTfeyK5duwBrFaq9qk/V5CQiIleUnQSr21gnouu51DqhnU+9K8+ca86DbzpC+q/Qbz3U71eh4Ur5KZcmp1q1ahXZ5uV1mbH9IiIi9mQY1pqZwkzo9RnU6XH1c9y94Ya11r40SmYqrRIlNH5+fpw+fRrT/8bpr1+/npo1a9o1MBGRymLIkCEArFy50sGRVAKHF8HJWGg6BhreXPLzqje0PqTSKlFC889//pOBAwdy+PBhevXqxZEjR1i9erW9YxMRqRQSEhIcHULlcOE4/PwoVGsIHWMcHY04mWITml9++YXIyEi6dOnChg0b2Lp1K4Zh0KNHDwIDAysoRBERqXLMubD/ZeucMR6+1sfZbda1knosvnQRSanyik1o7r33Xn7++Wd69erFd999x8CBAysqLhERqaouJMPm4XB+x6X7mo2F4MEVH5M4vWITmtzcXJYuXcqJEycu2/Z7sV1YRESkXKR8B9/9BXJTIPIZaPMcmHOgMBsseVCjiaMjFCdVbELzz3/+k7lz53LmzJlLVok1mUwlSmgGDBjAqVOncHNzw8/PjzfffJMOHTpcW9QiIlL5xM+HHROto5J6fQ6Nb7dud/dWE5NcVYnmoXn44Yd54403ylRAWlqarb/Nl19+yQsvvMCePXuKPUfz0IhIZRIbGwtAdHS0gyNxYnHzYMcE8G0KfZZDYFtHRyRO6JrnoSlrMgMU6Tycnp5uG/otIlJVKJG5ioSF/0tmwuHGTRpeLWVSooTmWo0aNYoNGzYAXHa5hJiYGGJifh+Cl5WVVRFhiYiIox1ZDD+Otc722/9bJTNSZiVqciovH3zwAUuXLr3qGlBqchKRykSrbV9B4qfww0ioFmytmfFVh18pXnH5gVtFBjJ69Gg2bNjAuXPnKrJYERGpCNlH4bs7rbP5mvOLP/bQ27D1bvCpb62ZUTIj18iuCU1aWhonTpywPV++fDm1atXSsgkiIpWNYYFtYyDpM+vPlU3h139DfvqfjjNg7/OwczL4hcNN31l/ilwju/ahSU9P54477iAnJwc3Nzfq1KnDqlWr1DFYRKSyiX8PTm+wrrHk3xIOvgG7n4B9L0Dt7tZFJGv3hOTlED8XanaC678Cn7qOjlwqCbsmNKGhoWzfvt2eRYiIiKNlH4Nd/wfVG0GnWeDpDy0ehsQlcORDOLsVTq///fj6N0LvL8DTz2EhS+VTIaOcRESkkjIM2P4gFGZCr6XWZAask+E1G2N9WAogdTec2QqGGSKmgLuXQ8OWykcJjYiIna1YscLRIZSf5P9alyIIaAV+EdY+Mye/hiajoOEV1vtz84RaXawPETtRQiMiYmfh4ZWk0+uJb2DzH5a8MbmByR186kHHmVc+T6QCKKEREbGz+Ph4wMUTm8Js6zpLHr7W5CU7ETJ+g6xEaP8yeGv0qjiWEhoRETsbOnQo4OIT6+17wZrEdHoTwh9wdDQil6jQifVERMQFnf8ZDsRAreug+SRHRyNyWUpoRETkyiyF8OM4wA2uew/c3B0dkchlKaEREZErOzgLUn+GVo9DUDtHRyNyRepDIyIil8pOgt1PwdFPwLcptHnO0RGJFEsJjYiI/K4wG379F/z2bzDnQsNB1o7AHtUcHZlIsZTQiIjYmcuMbso4BJsGQ2YcBLSGDjHQMNrRUYmUiBIaERGBU+thy+3WJQw6/BtaPAJu+ooQ16F3q4iIncXGxgIQHe2ktR1x82DnZPCoYV0Bu8EAR0ckUmpKaERE7GzatGmAEzY9pe2DX16Fo59aO/72XWVdo0nEBSmhERGpalK+g1//CSdWW583HATdPgCf2o6NS+QaKKEREalK9r8Me58FTNDoL9D6Sa2CLZWCEhoRkaoi4yDsfxECIqH3MvBv4eiIRMqNZgoWEakKDAN2TAJLAVw3T8mMVDqqoRERsbNmzZo5OgRrx9/T30KzsVCnp6OjESl3SmhEROxs5cqVjg0gPx1+ngZeNaH9Px0bi4idKKEREans9j4Luaeg63yNZJJKS31oRETsbM6cOcyZM8cxhZ/bCXFzoHZ3aDrGMTGIVACTYRiGo4P4s5CQEJKTkx0dhohIuYiMjAQcMLFefip83QlyjkP0DghqV7Hli5Sz4vIDNTmJiFRGhgW23gPZR6DLXCUzUumpyUlEpDLa/wqc+AqajIbw8Y6ORsTuVEMjIuLK0vbD2t7gGwaN/wqhd0JGHOx7HgLbQ5e3wWRydJQidqeERkTEVZnz4Yd7oTATshJhzzPWh5snePpbZwP2qO7oKEUqhBIaERE7GzBggH0uvP/vkLob2jwLkdPh1DpIWgopW6DLHPBzggn9RCqIRjmJiLiiM1thXW8IjILobdZaGZFKrrj8QJ2CRURcTUEW/DAKTJ7Q4yMlMyKoyUlExO4effRRAGbOnFk+F9z1f5CVAB1nQkDr8rmmiItTQiMiYmdr1qwpv4tlxkP8XKh7PbSYWn7XFXFxanISEXEl8e9Zf7Z5Fkz6Ey5ykT4NIiKuwpwPhxeCbzjUu97R0Yg4FSU0IiKuIvlLyDtjnflXtTMiRdj1E5Gbm8uwYcOIiIigffv23HTTTcTHx9uzSBGRyiv+XeuIpqajHR2JiNOxe6fg8ePHM3DgQEwmE2+99RYPPPAAGzdutHexIiJOY9KkSdd+kYw4OP0tNL4TfOpe+/VEKhm7JjQ+Pj4MGjTI9rxbt27MmDHDnkWKiDidyZMnX/tFEv7XGbj5g9d+LZFKqEIbYd944w2GDh16yfaYmBhCQkJsj6ysrIoMS0TEuZnzrJ2B/Zpbh2uLyCUqbB6aV199lfj4eNavX3/JvmnTpjFt2jTb85CQkIoKS0TE7oYMGQLAypUry3aBY19C3llo/aRWzha5ggpJaGbMmMEXX3zBunXrqF5dK7+KSNWSkJBwjRd4D9y8oIk6A4tcid0TmpiYGD755BPWrVtHYGCgvYsTEalcDAPO/gB1+4BPHUdHI+K07JrQJCcn89hjj9G0aVNuuOEGALy9vfnxxx/tWayISOWRdxbMOeDb1NGRiDg1uyY0ISEhGIZhzyJERCq37KPWnzVCHRuHiJPTVJMiIs7sYkJTXQmNSHG02raIiJ3FxMSU/WTV0IiUiBIaERE7i46OLvvJtoSmcfkEI1JJqclJRMSZXTgKJneo1tDRkYg4NSU0IiJ2FhkZSWRkZNlOzj4K1UPATRXqIsVRQiMi4syyk9R/RqQElNCIiDirgizIP68RTiIloIRGRMRZaYSTSIkpoRERcVZKaERKTAmNiIizuqAh2yIlpW7zIiJ2tmLFirKdqBoakRJTQiMiYmfh4eFlO9G27IFqaESuRk1OIiJ2Fh8fT3x8fOlPzE4Cn7rgUa38gxKpZFRDIyJiZ0OHDgXgl19+Kd2J2Uc1ZFukhFRDIyLijMz5kHNC/WdESkgJjYiIM8pJBgwlNCIlpIRGRMQZaZVtkVJRQiMi4ow0ZFukVJTQiIg4IyU0IqWiUU4iInZW6tFNYB2yDUpoREpINTQiIs4o+yh4+IFnoKMjEXEJSmhEROwsNjaW2NjY0p2UfdRaO2My2ScokUpGTU4iInY2bdo0oBRNT4YFLiRB/ZvsGJVI5aIaGhERZ5N7Giz5GrItUgpKaEREnI1GOImUmhIaERFnY1tlWwmNSEkpoRERcTYasi1SauoULCJiZ82aNSvdCWpyEik1JTQiIna2cuXK0p2QfRTcvKBaffsEJFIJqclJRMSZ5J6FlA0Q2BZM+hMtUlL6tIiI2NmcOXOYM2dOyQ4+8DoUZkOrJ+wblEglYzIMw3B0EH8WEhJCcnKyo8MQESkXkZGRQAkm1ss9CyubWOefGbRPNTQif1JcfqBPi4iIszgQA4VZ0OY5JTMipaRPjIhIRSvMgTNb4Y8V5Hnn4NBsCGgNjW53XGwiLkoJjYhIRTIM2Ho3rO0J394EmQnW7RdrZyKfBTd3x8Yo4oLsntBMnTqVsLAwTCYTu3fvtndxIiLOLXExJC8H32Zwej181Qb2vQgHZ4N/K2h8h6MjFHFJdk9obr/9dr777jtCQzVBlIhUTQMGDGDAgAFw4TjsfAh86kP0j9B/A1RvDPueh8JMaKPaGZGysvvEen369LF3ESIiTm3mzJnWpqaNg6AgHbp/BN61oN71MGgP/PovuJAMjf/q6FBFXJZTzBQcExNDTEyM7XlWVpYDoxERsYOE9+HkN9BkNITc+vt2dx9o+7zj4hKpJJyiU/C0adNITk62PXx9fR0dkojINcstzGVb8jai7+zOQw89SKF3feg0y9FhiVRKTlFDIyJSWRxNO8qSfUtY9tsy9pzeQ6GlkJqbINkDtoU8QC+vQEeHKFIpKaEREblG6bnpfPbLZyzet5jNRzcDULNaTQY1H0TnBp2Zv3g+Zjc3enV9ycGRilRedk9oHnzwQVavXs2pU6eIjo7Gz8+P+Ph4excrImJXZouZdYfX8cGeD/jywJfkFubi4+HDnZF3MrLtSKLDo/Fy9wLgU69PHRytSOVn94Rm3rx59i5CRMRuLhRcYOn+pbz383vEn4+n0FJIgaWAfHM++eZ8APqE9mF0+9Hc3vp2/L39HRyxSNWkJieREjIMA7NhxsOtZB+bQkthiY+tTHILc/F298ZkMjk6lDLLN+fz04mf+GT/J3y450PS89Kp7lmdjg064uXuhaebJx5uHnRq0IlR7UfRrGYzR4csUuVVvb+24tLyzfkkpiUS4h9Cdc/q13y9pPQkfj75M3tP72Xv6b2czj7N1Oumcnvr24t8IR9JPcL9K+/n55M/83DXh3mk2yPUrFbzkutZDAsbjmzgvZ/f48sDXxJZJ5IFQxcQVT+qxDEVWgp5bsNzfHngS17o+wJ/jfxrkVgMw+Dr+K/Zc2oPHm4etkfv0N6lKqe8Zedn8++t/+a171+jY4OOvD/kfVrUblHkmLMXzrL8wHLyCvMwmUy4mdyo5lGNNnXb0KZuG7w9vMtcfr45n/8e/C/55nzq1KhDnep18Pf259C5Q+w+tZtdp3YRdz6OIJ8gGvg1oH6N+tSuXhtPd0/cTe64u7lzJvsMW5K2sC15GzmFOQC0qduGVzq9wj3t7iHAJ6BMsU2aNKnMr0tESsZkGH9cHc05FLc8uFQ+hmGQlpvGyayTnMw8SVZ+Fv2a9MPP26/IcZsSNzHuv+OIOx8HQAPfBjQNako933qYMNm+IGv61CSiVoTt0TSoKe5/mn31h2M/8MqWV1gdt9q2zc3khpe7F7mFuQxqPog5g+YQGhDK/J/nM23NNLLyswj2C+Z45nH8vf15uOvDDGs5jOMZxzmafpQjqUdYfnA5h1MPA9ClYRd+PvkzJpOJp3s9zd96/832hZ2Zl0lSehIRtSLwdPe0xXAm+wwjlo3g2yPfYsKEgUF0s2jevuVtmgQ2YXXcal7Y+AI/nfzpkvvoZnJjWrdpvHjDi1TzrHbF+x1/Pp6VB1fSNKgp3UK6Ud+3PmDtE7IvZR+bEjeRmJZIo4BGhAWG0SSwCWGBYQT6BF621sViWFi8dzFPr3+aE5knaBzQmGPpx/By9+KF61/g8R6PczrrNK//8DrzfprHhYILl43Lw82D1nVa06p2K/y9/fH18sXPy4+Gfg3p2bgnreu0xu0yK1DnFuayYNcC/vX9v0hKT7ri6wYI8Q8hIy+DjLyMKx5T3bM63UO607txb6LDo+ka3NWla5tEKpPi8gMlNFJqFsNCXmHeFb80LYaFAnNBsf/bTslOYfWh1ayKW8XahLVk5mcW2e/n5ceYqDFMuW4KdWvU5cl1TzLvp3n4ePgwJmoMablpHE49TEJqAmcvnC023uqe1enUoBPXBV9Hy9otWbJvCRsSN2DCxPBWwxnUfBDt6rWjdZ3WZOVn8diax1i8dzHVPKrRoUEHth7bSoh/CO8PeZ/+Tfrz6f5PeXHzixw6d+iSsurVqMd9UfcxtsNYmtdqzq6TuxizYgx7Tu+hVe1WhAaG8kvKLxzLOAZYR8IMbzmcO9vcSQ3PGvz1P38lOSOZiZ0n8rfef+Nv3/6ND/Z8gI+HDy1qtWDP6T14u3szofME7m57N2Ct0cnIy+D5jc+z/fh2mtdszoKhC+jVuJctLsMw+PbIt7zx4xusOrQKg98/9mGBYTQNaspPJ34iPS/9ivfR18uXxgGNaeTfiGqe1UjLTSMtN43TWac5mXWSWtVq8eINLzK+03h+TP6RsSvHcvDcQcJrhpOUnkS+OZ/29drzWPfHaBTQCIthwTAMMvIy2HN6D7tO7WLXyV22e/NngT6B9GjUg+Y1m+NucsfDzQOzYeaT/Z9wIvMEtavXZlq3aTSv1Zwz2Wc4c+EMqTmpNA1qSocGHWhfr70tSb5QcIHTWac5e+EshZZCzIYZs8WMr5cv7eq1K5JkiojzUEIjl7AYFlutRkklZySzaPci3t/1PsfSj3FLxC2MiRrDLc1vwdPdk92ndvPhng9Zsm8Jp7NP4+PhQ4B3AIE+gUWSmwJzAQfOHsDAwM3kRreQbrSq3YoGvg1o4NcAs8XMez+/x76UfYD1iywtN40bwm7g3VvfJbxm+GXjMwwDi2EhJTuFQ+cOEXc+joNnD/LzqZ/ZcXyHLWlyN7kzst1Inu71NC1rt7zstdYdXsfE1ROJPx/P6PajmXXzLAJ9Am37zRYzn//6OQfPHqRxQGNCA0NpHNCYsMCwS/rNFJgLeO3713hx84uYMNGydksi60bS0LchsQmxttcJ4OPhw9xb5jI6arRt24YjG5iwegKJaYmM7ziep3o9RbB/8CUxF1oKmbVtFs9ueJa8wjyaBDWxNUdl52dzNP0oJkzc2uJWxnYYy6msU2xL3sYPyT9wOPUwHRt0pG9oX/qG9qVl7ZYczzzOkdQjHEk7QmJaIscyjnEs/ZgtOQn0CbQ9+jXpxzO9nylyj3ILc3lx04vM2DqDzg0787fef2NQ80FXfc/lm/PJzs8mKz+LrPws4s7H8X3S92xJ2sLOEzspsBQUOb6+b33+r8f/8WCnB6nhVaPYazvKkCFDAFi5cqWDIxFxbUpoKimzxXxJU8ofGYZBSnYKB84e4MDZAxw6d4hD5w9x6NwhDqcepoZnDZrXak54zXDCg8KpXb02/t7++Hv7U92zOqm5qaRkp5CSncLuU7uJTYjFYlio71uf1nVaszFxIxbDQt0adalboy77U/YDEF4znM4NO5ORl0F6bjppuWmXfAm1r9eeWyNuZWDzgdSuXvuysW8+upnZ22ez5/Qenuz5JGM7jC1z1b/FsHDo3CH2nt5Ll4ZdaBLU5Krn5BbmciT1CK3qtCpTmX+WU5CDp7vnJQnPb2d+47NfPuPXs7/yVM+n6NCgw2Xjv1qt10WHzh3iibVPkJSeRKGlkEJLoa3p6qHrHrrmDqwX/2SU9N+itMcXJ6cgh3M55zBbzJgNM4WWQkIDQq+p701FiIyMBOCXX35xcCQirk0JjQuyGBbizsWRnpfOhYIL5BTkcD7nPPtS9rHn9B52n9rN6azT1KlRh2C/YIL9g/Hz8iM9L5303HTS89I5ln7skiYETzdPwmuG06xmMzLzMok7H8eJzBNXjcfN5Mag5oN4oMMDDGo+CE93T45nHOfDPR+ycPdCzuWc46+t/8qo9qPoFtJNfQ5E/kAJjUj5UELjAiyGhdNZp9mQuIHYhFhi42M5nX36ssd6u3vTpm4bGgc05nT2aY5nHOdE5gkKLAV4u3sT4BNAgHcADfwa0LJWS1rWbkmL2i1oUasFoYGhl9QQZOdncyTtCGm5abYOk9n52QRVC6JujbrUqV6HBn4NNL+GSBkpoREpH8XlBxq2XY4KzAXkFuZeMjrnj87nnGf78e1sP76dnSd2kpSeREp2CmcunKHQUmg7rl29doxsO5L6vvWp7lmdap7V8Pf2p3Wd1kTUirgkKSlNk8Sf1fCqQZu6bUp9noiIiLNQQlMGhmGQkJrA+sPr+fH4jxxOPcyRtCMkZyRjMSz4e/sTGhBKaGAo1T2rc/bCWc5eOMuZ7DOczDppu46nm6dtaOx1wddRr0Y9uoV0Y0CzAZft9FkcN5Ob0/cjEBERsRclNJdhMSyk5vzeIfZiDUpKdgqJaYlsSNxQZL6LQJ9AmgQ2oXPDzvh6+XIs/RhH048SGx9LgaWAQJ9AalevTWhgKP2a9KNrcFeuC76O9vXb4+Ph48BXKiIVISYmxtEhiFR6VTKhyTfn813Sd3wd9zVrDq/hTPYZDAzb1PZpuWlFmn/+rEWtFkzsPJH+TfrTJ7QPdWrUuexxFsOC2WLWnBYiVVx0dLSjQxCp9KpUQmO2mPnrf/7KmoQ1ZOVnAdaJ0JoGNbXNMmvCRFC1IOrVqGcbjnzxcbFz7OWGGV+Om8kNN/dLZzYVERGR8lWlEhp3N3dSslNoX689g5oPYmD4QNrXb3/Z6dRFRMqLRjmJ2F+VSmgANozeUCVXQBYREanMqlzVhJIZERGRyqfKJTQiIiJS+SihEREREZenhEZERERcnjqUiIjY2YoVKxwdgkilp4RGRMTOwsPDHR2CSKWnJicRETuLj48nPj7e0WGIVGqqoRERsbOhQ4cCmlhPxJ5UQyMiIiIuTwmNiIiIuDwlNCIiIuLylNCIiIiIy1NCIyIiIi7PZBiG4egg/szb25s6derY7fpZWVn4+vra7fqVke5Z2ei+lZ7uWdnovpWe7lnZOPK+nTlzhry8vMvuc8qExt5CQkJITk52dBguRfesbHTfSk/3rGx030pP96xsnPW+qclJREREXJ4SGhEREXF5VTKhmTZtmqNDcDm6Z2Wj+1Z6umdlo/tWerpnZeOs961K9qERERGRyqVK1tCIiIhI5aKERkRERFxelUpo4uLi6NGjBxEREXTp0kUr315Gbm4uw4YNIyIigvbt23PTTTcRHx8PQEpKCjfffDPNmzenTZs2bN682cHROp+FCxdiMplYvnw5oHt2NXl5eUyZMoXmzZvTtm1b7rnnHkCf1eJ89dVXdOzYkaioKNq0acMHH3wA6L32Z1OnTiUsLAyTycTu3btt24t7b1X1993l7llx3wngZO87owq54YYbjIULFxqGYRiff/650blzZ8cG5IRycnKM1atXGxaLxTAMw5g9e7bRt29fwzAMY8yYMcbzzz9vGIZhbN++3QgODjby8/MdFKnzOXLkiNG9e3ejW7duxpdffmkYhu7Z1TzyyCPGlClTbO+3kydPGoahz+qVWCwWIygoyNizZ49hGNb3nLe3t5GRkaH32p9s2rTJOHbsmBEaGmrs2rXLtr2491ZVf99d7p4V951gGM71N67KJDSnT582/Pz8jIKCAsMwrH8Y6tWrZ8TFxTk4Mue2Y8cOIzQ01DAMw6hRo4btC8cwDKNLly7G2rVrHRSZczGbzUb//v2NnTt3Gn379rUlNLpnV5aVlWX4+fkZ6enpRbbrs3plFovFqFmzprFp0ybDMAxjz549RsOGDY28vDy9167gj1/Oxb239L773Z+TwD/643eCYTjX37gq0+R07NgxGjRogIeHBwAmk4nGjRuTlJTk4Mic2xtvvMHQoUM5d+4cBQUF1K9f37YvLCxM9+9/YmJi6NmzJ506dbJt0z0rXkJCAjVr1uTVV1+lc+fO9O7dm/Xr1+uzWgyTycTSpUsZPnw4oaGh9OrViw8++IDMzEy910qguPeW3nclc/E7AZzvb5yHQ0oVl/Dqq68SHx/P+vXrycnJcXQ4Tmv//v0sW7asyvdZKK3CwkKOHj1K69at+ec//8muXbu46aabWL16taNDc1qFhYW8/PLLfPHFF/Tp04cdO3YwZMiQIn1EROzlj98JzqjK1NA0atSIkydPUlhYCIBhGCQlJdG4cWMHR+acZsyYwRdffMHXX39N9erVqVWrFh4eHpw6dcp2TGJiou4fsGXLFhITE2nevDlhYWFs27aN8ePH89lnn+meFaNx48a4ubkxcuRIADp06ECTJk04evSoPqtXsHv3bk6cOEGfPn0A6NKlCyEhIezdu1fvtRIo7ntA3xHF+/N3AuB03wtVJqGpW7cuHTt2ZPHixQAsW7aMkJAQwsPDHRyZ84mJieGTTz5h7dq1BAYG2rbfcccdzJ07F4AdO3Zw/Phx+vbt66AoncfEiRM5efIkiYmJJCYm0q1bN959910mTpyoe1aM2rVr079/f2JjYwE4cuQIR44coWfPnvqsXsHFL93ffvsNgPj4eBISEmjRooXeayVQ3PeAviOu7ErfCeBk3wsO6bnjIAcOHDC6detmNG/e3OjUqZOxd+9eR4fkdI4dO2YARtOmTY327dsb7du3N6677jrDMAzj1KlTxk033WSEh4cbrVu3Nr799lsHR+uc/tgpWPeseAkJCcb1119vtGnTxmjXrp3xn//8xzAMfVaLs2TJEtv9atOmjfHxxx8bhqH32p+NHz/eCA4ONtzd3Y26desazZo1Mwyj+PdWVX/fXe6eFfedYBjO9b7T0gciIiLi8qpMk5OIiIhUXkpoRERExOUpoRERERGXp4RGREREXJ4SGhEREXF5SmhERETE5SmhEXFRUVFRREVF0bp1a9zd3W3P77zzTp577jk+/vhju5Z/4cIFOnfuTGZmJgCbNm2ie/futph69uzJ6dOn7RrDH5lMJtLS0kp1zqJFixg2bFipy8rKysJkMpX6vD96/PHHWbJkyTVdQ0R+p7WcRFzUxfV7EhMTiYqKqvD1fN566y2GDh2Kn58fhYWF3Hbbbaxbt46OHTsCcPDgQWrUqFGhMbmSJ554gl69enHnnXfi7u7u6HBEXJ5qaEQqofvuu49Zs2YB8MILL/DXv/6VW2+9lYiICAYPHsz+/fuJjo4mIiKCu+66C4vFAkBmZibjxo3juuuuo127dowfP578/PzLljFv3jzuvvtu23kZGRlFVt1t0aIFvr6+gHXq9C5duhAVFUWXLl344YcfbMeFhYUxffp0evToQaNGjZg7dy4LFy6ke/fuhIWF8emnn9qONZlMTJ8+nQ4dOhAREXHFWqi4uDhuueUWunTpQrt27Xjrrbeues82btxImzZtmDRpEu3btycyMpKdO3cWeb3NmzenQ4cOzJw5s8i5O3bsoF+/fnTu3JkOHTrw+eefA/DKK68wZMgQDMMgLy+PTp062WKuW7cuzZo1Y82aNVeNTURKwGFzFItIuThy5IgREBBQZNvo0aONmTNnGoZhGM8//7zRpEkT4/z584bFYjH69OljdO3a1cjIyDAKCgqM9u3bG6tWrTIMwzDGjRtnfPDBB4ZhGIbFYjHGjh1rvPbaa5eUmZSUZNSqVavItocfftjw9fU1Bg4caLz44ovGwYMHbftSUlJsv//www9GixYtbM9DQ0ONRx55xDAMw4iLizN8fHyMl156yTAMw9i+fbtRu3Zt27GAMX36dMMwrMsmBAUFGUeOHLHtS01NNQoLC41OnToZv/32m2EYhpGdnW20bdvW2L59+yWvY+HChcbQoUMNwzCMDRs2GO7u7sa2bdsMwzCMd955xxgwYIBhGIaxb98+o169esaJEycMwzCMp59+2rj45zM1NdWIioqy7Ttz5ozRqFEjIzk52bBYLMbNN99s/Pvf/zYmTZpkjB8/vkj5f//7343HHnvskrhEpPTU5CRSBQwYMICgoCAAOnbsiLe3N35+foB1leu4uDgAli9fzg8//EBMTAwAOTk5l20OSU5Opl69ekW2zZo1i0cffZQNGzawfv16OnToQGxsLL169WLXrl288sornDt3Dg8PDw4ePEhOTg7VqlUD4M477wQgPDwcHx8fbr/9dgA6d+7M+fPnSUtLsy2K98ADDwDQtGlT+vTpw+bNmwkLC7PFcfDgQX755RdGjBhh25aZmcmvv/5Kly5dir1P4eHhdO3aFYDu3bszY8YMAL799lsGDhxIgwYNAOuCpP/4xz8A2Lp1K4cPH2bgwIFFrnXw4EGCg4NZvHgxHTp0ICgoiB9//LHIMfXr1+fXX38tNiYRKRklNCJVgI+Pj+13d3f3S54XFhYCYBgGy5YtIyIiotjrVa9endzc3Eu2h4aGct9993HfffdRo0YNPvvsM6677jqGDx/Ohg0b6NKlCxkZGQQEBJCXl2dLaK4Un8lkwmQy2eK7nD93zjUMg5o1a5apT9GV7ktxZRqGQWRkJFu3br3ssUePHsVisZCZmUl2dnaRMnJzc233QESujfrQiIjNsGHD+Ne//mX7Ik9NTSU+Pv6S41q0aEFKSgo5OTmAddTP119/jfG/tW5zcnL47bffaNasGbm5ueTn59O4cWMAZs+efU0xLly4ELB2ht6yZQu9e/e+JDZ/f3/bcQDx8fGcP3++zGX269ePb775hlOnTgEwd+5c274ePXpw5MgR1q1bZ9u2e/du8vPzycjIYMSIEXz00UdMmDCBUaNG2e4RwG+//Ub79u3LHJeI/E4JjYjYzJw5k2rVqhEVFUW7du3o378/iYmJlxzn4+PDgAED+PbbbwFrLcXcuXNp0aIF7du3p1OnTnTq1InJkyfj7+/Pyy+/zHXXXUenTp3w8vK6phjNZjMdOnRgwIABvPnmm0WamwA8PDxYtWoVX3zxBe3atSMyMpKxY8fakq+yaNOmDS+88AK9e/emQ4cOeHt72/YFBQWxevVqXn31Vdq3b0/r1q156qmnsFgsjB07lpEjR3LDDTfwf//3f5hMJl577TXAes/Wr1/PbbfdVua4ROR3JuOP/10QESmh7du38+KLL7Jq1aoKK9NkMpGammrrT+PKvvnmGxYvXszixYsdHYpIpaAaGhEpk4t9Yy5OrCelk56ebqutEZFrpxoaERERcXmqoRERERGXp4RGREREXJ4SGhEREXF5SmhERETE5SmhEREREZenhEZERERc3v8DSYhv9Wl5kYEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 560x384 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Bearing1_1 Feature Values'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plotter.feature(bearing, is_staged=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 3. PHM2012 轴承数据集\n",
    "与XJTU-SY的处理代码一致，仅须将XJTULoader替换为PHM2012Loader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "from fastphm.data.loader.bearing.PHM2012Loader import PHM2012Loader\n",
    "from fastphm.data.FeatureExtractor import FeatureExtractor\n",
    "from fastphm.data.processor.RMSProcessor import RMSProcessor\n",
    "from fastphm.data.stage.fpt.ThreeSigmaFPTCalculator import ThreeSigmaFPTCalculator\n",
    "from fastphm.data.stage.BearingStageCalculator import BearingStageCalculator\n",
    "from fastphm.util.Plotter import Plotter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 读取原始数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG - 17:43:10 >> \n",
      "<< Root directory of dataset: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\n",
      "\tBearing1_1, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing1_1\n",
      "\tBearing1_2, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing1_2\n",
      "\tBearing2_1, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing2_1\n",
      "\tBearing2_2, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing2_2\n",
      "\tBearing3_1, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing3_1\n",
      "\tBearing3_2, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Learning_set\\Bearing3_2\n",
      "\tBearing1_3, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_3\n",
      "\tBearing1_4, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_4\n",
      "\tBearing1_5, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_5\n",
      "\tBearing1_6, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_6\n",
      "\tBearing1_7, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing1_7\n",
      "\tBearing2_3, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_3\n",
      "\tBearing2_4, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_4\n",
      "\tBearing2_5, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_5\n",
      "\tBearing2_6, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_6\n",
      "\tBearing2_7, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing2_7\n",
      "\tBearing3_3, location: D:\\data\\dataset\\phm-ieee-2012-data-challenge-dataset-master\\Full_Test_Set\\Bearing3_3\n",
      "INFO - 17:43:10 >> Loading data entity: Bearing1_1\n",
      "INFO - 17:43:17 >> Successfully loaded data entity: Bearing1_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 560x384 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Bearing1_1 Raw Sensor Signals'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_loader = PHM2012Loader('D:\\\\data\\\\dataset\\\\phm-ieee-2012-data-challenge-dataset-master')\n",
    "bearing = data_loader('Bearing1_1', columns='Horizontal Vibration')\n",
    "Plotter.raw(bearing)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 计算RMS特征并输出图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jjz7Cvn370K9fP0ybNg3z5s1DdnY2cnNzMXnyZCxevBhhYWEICgpCYWEhQkJCMH78eEybNk3lPQcPHsR7770HhUIBOzs7fP/992jXrh1CQkKwYMEC9OnTB//++y8UCgU2btyITp061erflIiIyhJC4EJMGrydrWFqZKiVGPQ2odEVEydOhLm5uXQcGRkpff/qq6/Cy8sLu3btQkJCAgICAuDr64tu3boBAJKTk3H69GnIZDKEhIRI982aNQuzZs0CAHz22WdwcnJCz549sX//fqxfvx4nT56Era0t5syZg3fffRfff/89AOD06dM4f/487O3tMWnSJKxduxbvvfceli5dit27d6t0ha1atUra0fzzzz/Hxx9/jKCgoEo/69SpU7F48WIkJibC0dERGzduxMiRI2Fvb4/MzMwy5WUyGS5evIioqCh06tQJPXv2hLu7OwDA0NBQ2gojMzMTR44cgampKXJyctCjRw88/fTT6NatG+bOnYu0tDSsWrUKQFGXWLGEhARMnjwZISEh8PHxwa+//opnn30WV69eBQDcuHED69atw3fffYegoCB88MEHOHjwYKWfkYiIqu/I9QTM+vkcJnd1xbJxPlqJQW8Tmtq2ntSVbdu2wc/PTzru16+f9P3hw4dx/vx5AECTJk0wfvx4HD58WEpoZsyYUem6J5s2bcLOnTvxzz//wMjICIcPH8bEiROlMS7z5s3DhAkTpPJDhw6Fvb09AKB79+64fPlyhc/evHkzNm3ahNzcXOTm5sLBwaHKz+rg4IDhw4dj06ZNWLhwITZs2IA1a9ZUWL44KWvVqhX69OmD0NBQKaF56aWXpHI5OTmYP38+wsLCYGBggNjYWISFhUn1VJHTp0/Dx8cHPj5F//FMmTIFr7zyCu7duwcA8PDwQNeuXaX6WLFiRZWfkYiIqi8ivuiP2uO3krQWA8fQ1KPSyYulpWWFZY8ePYqlS5di7969sLKyUut5ZmZm0veGhoYVjk85fvw4Vq9ejX379uHKlSsIDAxUezuJmTNnYsOGDTh+/Dhyc3Px9NNPq3Vf6XhLfvb3338fDg4OuHjxIi5duoR+/frVyfYW6tYHERHpPyY0GvT000/jhx9+AAAkJiZi165dGDRoUJX3Xb58GS+99BJ2796NZs2aqTxv+/btyMjIAACsXbsWgwcPrvJ51tbWSE9Pl45TU1NhZWUFe3t75OfnY+3atWp/pkGDBiE9PR1vvvkmXnzxxUr3P9qwYQOAom6iY8eOVTg7KTU1FS4uLjAyMkJERAQOHTpUYewldevWDZcvX8aVK1cAAFu3boWzszOcnZ3V/jxERPRk0NsuJ32wevVqzJs3Dz4+PhBC4IMPPpC6QCoTGBiIrKwsaRAtAPz4448YNmwYrly5gu7du6sMCq7KwIEDsWLFCnTo0AE9evTAmjVr8Msvv8DLywv29vZ4+umnpW6aqhgYGODFF1/EJ598gt9++63SsoWFhfD390dWVhZWr14tdTeVtnjxYrzwwgvYuHEjWrdujQEDBkjXxo0bh02bNsHPz08aFFzM0dERv/76K6ZNmyYNCt6xYwe3LyAiaoBkQgeXR3VxcUFcXJzKucLCQty8eROenp4wNNTOCGp6MvFni4iodv4bHImvDkbAtXEjhL7TX2PvKS8/KMYuJyIiItJ7TGiIiIhI7+lNQlM8LkIHe8hIzxX/THHsDRGR/tKbQcEGBgYwNjZGcnIy7O3t+cuH6oQQAsnJyTA2Nq50xhYREek2vUloAMDV1RUxMTFISUnRdij0BDE2Noarq6u2wyAiolrQq4TGxMQEHh4eUCqV7HqiOiGTydgyQ0T0BNCrhKYYfwERERFRScwMiIiISO8xoSEiIiK9x4SGiIiI9B4TGiIiItJ7TGiIiIhI7zGhISIiojoRk5KttXczoSEiIiK9x4SGiIiI9B4TGiIiItJ7TGiIiIhI7zGhISIiIr3HhIaIiIj0HhMaIiIi0ntMaIiIiEjvMaEhIiIivceEhoiIiPQeExoiIiLSexpPaPLy8rBgwQK0adMGPj4+mDp1qqZfSURERA2MkaZf8O6770Imk+HmzZuQyWR4+PChpl9JREREWiKEgEwmq/f3ajShycrKwrp16xAXFyd9uKZNm2rylURERKRFQgBayGc02+V0+/ZtNG7cGMuWLUOnTp3Qu3dvHDlypEy5wMBAuLi4SF9yuVyTYREREZGGCC29V6MJjUKhwN27d9GuXTucO3cOq1evxsSJExEfH69SbuHChYiLi5O+LC0tNRkWERERaYgQ2klpNJrQuLq6wsDAAFOmTAEA+Pv7o2XLlrh8+bImX0tERERaotRSE41GExoHBwcMHDgQBw8eBADcuXMHd+7cQdu2bTX5WiIiItISoaVOJ43PcgoKCsLMmTPxn//8BwYGBli7di2cnZ01/VoiIiLSAi31OGk+oWnVqhWCg4M1/RoiIiLSAdpKaLhSMBEREdVKyYHA2upyYkJDREREdYYtNERERKT3lE/itG0iIiJqWJ7IhfWIiIjoyVdy7yah1E4MTGiIiIioznBQMBEREemdm/GZ+OpghHTMQcFERESkd17bclHlmIOCiYiISO8Ultq8iYOCiYiISO+xy4mIiIj0Tun8RbDLiYiIiPQdu5yIiIhI7xmUWJOmXt+rlbcSERHRE8nRylQr72VCQ0RERHqPCQ0RERHpPSY0REREVGPamtVUGhMaIiIi0ntMaIiIiEjvMaEhIiKiGpNpaZp2aUxoiIiIqMY4hoaIiIiojjChISIiIr3HhIaIiIhqTDc6nJjQEBER0ROACQ0RERHVmG7McWJCQ0RERLXALiciIiKiOsKEhoiIiPQeExoiIiLSe0xoiIiISO8xoSEiIiK9x4SGiIiI9B4TGiIiIqo5HZm3zYSGiIiI9B4TGiIiItJ7TGiIiIhI72k8oXF3d4eXlxf8/Pzg5+eHbdu2afqVRERE1MAY1cdLtm3bBj8/v/p4FRERETVA7HIiIiKiGtORSU71k9BMmzYNPj4+mDlzJhITE8tcDwwMhIuLi/Qll8vrIywiIiJ6Qmg8oQkNDUV4eDguXLgABwcHTJ8+vUyZhQsXIi4uTvqytLTUdFhERET0BNH4GBpXV1cAgLGxMd544w14enpq+pVERETUwGi0hSYrKwtpaWnS8ZYtW+Dv76/JVxIREVEDpNEWmvj4eDzzzDMoLCyEEAKtWrXCzz//rMlXEhERUQOk0YSmVatWuHjxoiZfQURERMRp20RERFRzQjyeuN3EylRrcTChISIiojqx+5WeWns3ExoiIiKqsYxchfS9lVm9bEBQLiY0REREVGMpWfnS9zKZTGtxMKEhIiKiOqG9dIYJDREREdVQbkGhyrEBW2iIiIhI3/xy6q7KsRbzGSY0REREVDNp2QXaDkHChIaIiIhqpHSLDLuciIiISO+UntXELiciIiLSO6XzF85yIiIiIr1TukWG69AQERGR3lEqhcqxAbuciIiISJ+kZxdg9dFIlXNsoSEiIiK9cic5S9shqGBCQ0RERHqPCQ0RERHpPSY0REREpPeY0BAREVG1aXPNmfIwoSEiIqJqE1UXqVdMaIiIiEjvMaEhIiIivceEhoiIiPQeExoiIiKqNiF0axQNExoiIiLSe0xoiIiISO8xoSEiIiK9V62EJi8vT1NxEBEREdWYWglNeHg4vL290bp1awDA+fPn8c4772g0MCIiItJdujUkWM2E5rXXXkNQUBAcHR0BAB07dsTevXs1GhgRERHppqw8BUIiEqXjoKkBuPzxYC1GBBipU0gul6NXr17SsUwmg4mJicaCIiIiIt31zs5w7A1/IB2bGhvAysxYixGp2UJjZGSEgoICyGRFW1HFxsbC0NBQo4ERERGRbjpzJ0XlWBc2qlQroVmwYAHGjh2LxMRELF68GL179+YYGiIiogaqdAJT3OChTWp1OU2dOhWtWrXCH3/8gfz8fPzyyy8qXVBERETUcJTOXwy0n8+ol9AAQI8ePdCjRw9NxkJERER6SKYDnU5qJTT9+/cvtznp6NGjdR4QERER6bbSCUxylvbXqVMroXnrrbek73Nzc7F582Z4enpqLCgiIiLSH1l5hdoOQb2EZsSIESrHY8aMwYABA6r1og0bNuCll17C77//jrFjx1brXiIiItIdpTttCpVK7QRSQo32ciosLMT9+/fVLh8dHY0ffvgB3bp1q8nriIiISIeUHoSSW6D9hEatFppx48ZJY2gKCwsRHh6O4cOHq/UCpVKJWbNmYc2aNVi0aFHNIyUiIiKd1KVlY22HoF5CU7KLyMjICO+//z66du2q1gsCAwPRs2dPBAQEVFomMDBQOpbL5Wo9m4iIiOpf6YlCvi1stRNICWolNNOnT6/Rw69cuYKdO3ciNDS00nILFy7EwoULpWMXF5cavY+IiIgapkoTmpJJRnlKtqqU59ixY4iOjkabNm0AAA8fPsScOXPw4MEDzJs3r5qhEhEREZWv0oTGxsamVg+fN2+eSuLSr18/vPHGG5zlREREpMd0YKeDMipNaJYsWVJfcRARERHVmNpbH5w5cwZhYWHIzc2Vzr322mvVellISEi1yhMREZHu0bsWmmLLli3Db7/9hpiYGPTt2xeHDh3CwIEDq53QEBERkX5TFCoRm5Kj7TDKUGthvc2bN+PEiRNwcXHBzp07cfbsWRgY1GhNPiIiItJjW87EaDuEcqmVlZiZmcHMzAxKpRJCCHh5eeH27duajo2IiIh0zM143VwrTq0uJ3NzcxQUFMDPzw9vvfUWXFxcUFio/Y2oiIiIqH7p4vgZQM0Wmu+//x75+fn4+uuvkZGRgX///RebNm3SdGxERESkYwx0NKNRq4WmWbNmsLCwgIWFBX744QdNx0REREQ6SkfzGfVaaDw9PTFhwgTs27cPSh3YIpyIiIi0Q1Zmr23doFZCExMTgxEjRuDLL7+Em5sb3nvvPdy8eVPTsREREZGOMdDNfEa9hMbCwgIzZsxASEgIQkNDkZycjLZt22o6NiIiItIxutrlpPZKwQUFBfjzzz+xfv16nD17lptLEhERNUBKoe0IyqdWQvPqq69ix44d8Pf3x4svvojff/8dJiYmmo6NiIiIdIxS6GZGo/Ysp3PnzsHFxUXT8RAREZEO09F8Rr2E5v3339d0HERERKQHhI5mNNyQiYiIiNQWn5Gn7RDKxYSGiIiI1Hbg6kNth1AuJjRERESk99RKaGJjYzFy5Ej4+fkBAMLCwrBy5UpNxkVERESkNrUSmpdffhmTJk2SBgJ5e3tj/fr1Gg2MiIiISF1qJTQJCQmYOnUqDAyKihsZGcHISO01+YiIiIg0Sq2ExsjISGWaVmpqqs5O2yIiIqKGR62EZsKECXj55ZeRkZGBH3/8EYMGDcKsWbM0HRsRERGRWtTqN1q0aBG2bNmC9PR0/P3331i4cCEmT56s6diIiIiI1FJlQlNYWIghQ4bg8OHDeP755+sjJiIiIqJqqbLLydDQENnZ2VAqlfURDxEREVG1qdXl1LlzZ4wcORJTp06FpaWldH706NEaC4yIiIhIXWolNOHh4QCAH374QTonk8mY0BARETVwbw/x0nYIANRMaIKDgzUdBxEREemh1o4W2g4BgJoJTWhoaLnn+/TpU6fBEBERkb6RaTsAANWYtl0sNzcXERER8Pb2xoULFzQWGBEREZG61Epozp49q3J85swZ/PTTT5qIh4iIiKja1FopuLQuXbrg5MmTdR0LERERUY1Ua5YTULTQ3unTp1FQUKCxoIiIiEhf6MbejmolNGPGjHl8g5ER2rRpg40bN2osKCIiIqLqUCuhuXPnjqbjICIiIr2kG7Oc1BpDM3bsWLXOERERUUOjG11OaiU0MTExZc7dvn27zoMhIiIiqolKu5zWrl2LoKAg3Lx5Ex07dpTOp6eno3379hoPjoiIiHSbUjcaaCpPaIYOHQovLy/MmzcPK1eulM5bW1ujQ4cOar1g8ODBePjwIQwMDGBlZYXVq1fD39+/dlETERGRTigoVGo7BABVJDRubm5wc3PD9evXa/yC7du3w9bWFgDw+++/Y8aMGbh06VKNn0dERETa42JnjoycAmTkKgAA+Qo9SGiK5eTkYM2aNQgLC0Nubq50fteuXVXeW5zMAEVdVTKZboyGJiIiouoTAnCzt8Dle+kAgHwdaaFRa1Dw7NmzER0djRMnTqB///64e/cu3Nzc1H7JtGnT0KJFC3z44YfYtGlTmeuBgYFwcXGRvuRyufqfgIiIiOqVTAY4WJoA0J0WGpkQosrhPD4+Prh8+TI6dOiA8PBwZGZmYsSIERXuwl2RjRs3Ytu2bdi3b1+l5VxcXBAXF1etZxMREZHm9Vh+BI5WpmhsYYLgiER8M8kPY/yc6+XdleUHarXQmJubAyhaJTgrKwtWVlZITEysdiDTp09HcHAwkpOTq30vERER6QiZDCsn+uHLZzpgZIfm2o4GgJpjaBo3bozU1FQMHz4cQ4YMgYODA1xcXKq8Ly0tDdnZ2WjevOjD7t69G/b29mjcuHHtoiYiIiKtKO7WsW1kguc6t9BqLCWpldDs3bsXhoaG+OSTT7B582akpqZi2rRpVd6Xnp6OCRMmICcnBwYGBnB0dMSePXs4MJiIiEhPCaErmx2oUiuhMTQ0xIMHDxAREYEpU6agoKAAagy9gZubG86cOVPrIImIiEg3CAjoYruEWmNofvvtN3Tr1g0zZswAAFy7do17ORERETVQOpjPqJfQLF++HBcuXICdnR0AwNfXF3fv3tVoYERERKR71Oig0Qq1EhpDQ0PY29urnDMxMdFIQERERKSb5HkKJGTm6eRYWLUSGisrK8THx0sf4MiRI5ypRERE1MC8vuUiAOD83VQtR1KWWoOCP//8cwwbNgxRUVHo1asX7ty5g71792o6NiIiItIhJ6N0dx25ShOaq1evon379ujcuTOCg4Nx4sQJCCHQo0cPlT2aiIiIiLSp0i6nF154AQDQq1cv2NjYYNiwYRg+fDiTGSIiogZIVwcEA1W00OTm5mLbtm24f/8+/vzzzzLXR48erbHAiIiISHcUKgVyCgq1HUaFKk1oPv/8cwQFBSExMRErV65UuSaTyZjQEBERNRDL9l3XdgiVqjShGT16NEaPHo3XX38d33zzTX3FRERERDpm00ndXn9OrWnbTGaIiIgatkJdHkADNRMaIiIiarjyFUoUKpnQEBERkR77X+htbYdQJSY0REREVKkbDzO1HUKVmNAQERFRpXS7s6kIExoiIiKq1N7wB9oOoUpMaIiIiEjvMaEhIiIivceEhoiIiPQeExoiIiLSe0xoiIiISO8xoSEiIiK9x4SGiIiI9B4TGiIiItJ7TGiIiIhI7zGhISIiompxtjXXdghlMKEhIiKianFt3EjbIZTBhIaIiKiBUSprt92kTFZHgdQhJjREREQNyJk7KWj1/j4cuR6v9j0OliYqx0xoiIiISKt+Ox8LAPjpRLTa98hKZTAGOpjRMKEhIiJqQEQNeptKpy+tHCzqJJa6ZKTtAIiIiKj+lW51qYyyRBb0xTM+GNmhuSZCqhW20BARETUgNRkO3MymaJr2K/1bY2JnV1iY6l57CBMaIiKiBqg6o2CszY3QyMQQbw95SmPx1BYTGiIiogakJmNohACMDHRvIHBJTGiIiIioUkJUb8yNNjChISIiokoJCJ1ce6YkjSY0ubm5GDt2LDw9PeHr64tBgwYhMjJSk68kIiIiNVQnQRGiemNutEHjLTRz5sxBREQELl26hDFjxmDWrFmafiURERFVQNRgnpNAA+9yMjMzw/Dhw6VK6NatG6KjozX5SiIiogajUClw/FYS8hSF1b63WukJW2hUffPNNxgzZkyZ84GBgXBxcZG+5HJ5fYZFRESkl7afi8XUdafx9d831b+pJrOcGvoYmpKWLVuGyMhILF++vMy1hQsXIi4uTvqytLSsr7CIiIj01o0HGQCAw9fjMX39GdyMz1T73up0IRVN9dbtjKZelvpbsWIFdu3ahcOHD6NRo0b18UoiIqIGIyoxC1GJWUiS52Hva70rLVuTlYKLxtDUKLR6o/EWmsDAQGzZsgWHDh2Cra2tpl9HRETUYJRuZVHWJFspx/7LD7Dy0ONuLCGEjrfPaLiFJi4uDosWLUKrVq3Qv39/AICpqSlOnz6tydcSERE1CKLUsr+lj8sTlVj1ONV5v14AADzXuQWOXI/XixYajSY0Li4ualUuERER1Y9LcekAIM2M2nf5AZLkeZjW3b1M2Un/O4nYlBwAQFNrs3qLsSZ0b7tMIiIiUkvpLqfqtCEUPuqfmv+oNaa8hKY4mSl6V/Xjq0/c+oCIiKgBqm4Hio7nM0xoiIiIGiJlNTOaBr1SMBEREdWfirY1iE7KQkxytsq5s9GpGLoqtD7CqhccQ0NERPSEqKjRpd+KEADAtaVDVM7feFidhfhqGlX9YAsNERHRE6J0PiOEQFaeQjpu99HBCu99c1sY7qXlVHhd1xMattAQERE9oZb8eRU/n7yrVtnfL97D7xfvob+XY7nXS8540kVMaIiIiJ4wQghciElVO5kpKTgiUQMRaR67nIiIiHSAEAJrjtzC9UcbTtb0GQBw7FYSnvn+ZF2FpheY0BAREemAyAQ5vj50E8O+OVbjZxSPoYlMqHp7gycNExoiIiIdkFugrP1DGvBuQ0xoiIiIdEB1F7oDdH/mUX1iQkNERKQDGnDjSp1gQkNERFSH0rML8DA9t8z5w9fiy6zWW5KoQQtNmWfU+gn6iwkNERFRHfJd+je6LT+ici4nvxCzfj6HPl8FQwiBJHlemfuUdZCN1KTb6knBhIaIiEjDFMrHA34//OMKOn16uJyZSGWTkeCIBLi/uxdX7qWX+1xZqT2wFYVFz2iIiQ0TGiIiolqKSc5GenZBhddL7lT9y6kYAMCNh6rrzZSXg6w6fAtA0Sq+xa7dz8CuC3FF95RKgrq2bAwA+HTv9WpE/2RgQkNERFRLfb4Khu/SvxGbUv4YmfLGx5Q+VV6bSl5BIQAgJCJBOjd89TEs3H4JisKy07wbYstMMSY0REREdeSD3VfKPV/e+JiyG0mWLXMvtWj/pNuJWeU+s3SXU2HDzWeY0BAREdWV7BI7W5dslSn5fXHvU+lWm/JacfIUFS+2V15rTLI8r05mS+kjJjRERER15NzdVOn7ghLNJSVbaAweZTRZeYUq91Y3DSksp9nnxO1krDt+p5pPejIwoSEiIqqGk7eTcTY6pcpyJWc2lWxNKe4kev/3yyrlS5a5HJeOrw7eKDPot6TCClpidl64V+75J52RtgMgIiLSJ8//cAoAEP35CADAuzvDyy1XoBCACRCXmo0bDzKrfnCJ/GTUt8fLXF627zr2hj+QjkMiEsvd+qA2u3XrMyY0REREVfjnZiI8nSzRzMa8zLWtZ2PLvafgUQtNry+CVc6XbldRKgWW/HkVTW3MKo3hf6FRKsevbblYRdQNCxMaIiKiSqRm5WP6+jOwMjVC+MeDpfMLt4VhpG+zCu97a8clhMeVXRCv9NiXIzcSsOnU3boLWE2WpkaQlxjEXJExfs3xR9j9eoiodjiGhoiIqBLZj9aCycxTIL/E2i+7Lt7DSz+dq/C+kIhEpGTlV/rsE7eTMPvnip+hSS/2dFer3KqJfgCA8R2dNRdMHWBCQ0REDc75u6l4dctF5JeaFr3rQhw2/FvxLKHyZhbVxuQfTtfp8yqzeXZXlePcgsezrJaOaY9XB3iUe59MJkPUsuEIfM5Pk+HVGhMaIiLSS0nyvDIJSUXkeQqV9Vme+f4E/rp0H8cjE1XKLdx+Cf/31zUAQJ6iEKsO30Ri5uONJGMqWAlYFywb51Pp9aeaWqscz+3bWvp+Wnd3LBrspXLdo4klloxqBwAwMChn9LGOYUJDRER6p6BQiU6fHsYz35+osqw8TwHvJQcx75cLZa5Vtgbd9rOxWHX4FhZuC5POzayki0nburVqXOl1u0bGUvcRANhbmlZavk8bR7zYs2VdhFYvmNAQEZHeKW6ZuVzBLtQlJT1qYTlw9WGZayWnPW85EyN9P3RVKO4kFbXGRCU93nbgXlpOjeLVtOnd3arcx0kmk2Gsv3rjYBpbmGBev9ZVF9QhTGiIiEjv1OUmjAWPBvq+t+vxQnc3HmZix7nyp2PrIt8WtrA2N1arrJWpESZ2alHutbcGewIA/nm7HxytKm/B0TWctk1ERHqnxCK8SM8pwNK/rmHRYE80ty27Tkxlqc+8Xy4gT6HE022blLmWX85u1roqX6FEE6vK17EpFv7xYMgeNU39uaAnMnMfT91eMKANFgxoo5EYNY0tNEREpHdKbiuw8tBN7LwQhx6fH632c4o3fzx8PaHCa/qguJVp3fROVZaVlehn6+Bii54eDhqLqz4xoSEiIr1Tch+jJHleJSVVCSGQXI3y2vLtZP9qlR/uU7TA38C2TmWu/bWgF/a91rtO4tJl7HIiIiK9U3I9mIrG06TnFOCPsHvo0fpxC4Q8T4Huy6vfklOXenrY49/I5ErLNG5kUul1azMj/DCtEyxMjeDtbKNyLcDNDudL7Prt42JT+vYnEltoiIhILwghcPDqQ8jzFFAUPk5iKlrs7rUtF/HRH1exvcTg3sxchdbHxozwaV5lGVf7Rpjdu+Ip0wff7IOurezLJDMAsOHFzrWKT19pPKF57bXX4O7uDplMhrCwME2/joiIniCxKdm4FV+0U/WBKw/x8qbzmPLjaVyIedwCUTKhycgtkL6PTJADeDxtG4BKIqQtRoZVL1JnZGCAD0a0k3b0LsnFzrzcTTKLWZsZ49kAFwDAu8OeqnmgekbjCc2zzz6L48ePw83NTdOvIiKiJ0zvL4MxaGUoACA6uWhdmEuxaXh9a5hUpmRC0+Hjv6F41AJT3BW16+I96bq2W2cAwMSw6l+9hiVW5t3+cneVazI1Fu39aFQ7fDbOW+39mp4EGk9o+vTpAxcXF02/hoiI9FxkghxL/rgiJSQlJWbm4YsDN8q9r3SjS/HspPK6os5Fp9Q+UAB9PB3VKrdrfo8y58rbRsDf1RbDvJtKx6bGj389d2nZWOV9hWq0MlmbGWNKVzeYGhmqFeeTgGNoiIioRiITMnH8VlKZ80IIJGTmVnm/EAIf7r6Cvx+t4Dtx7UlsPHlXWtH3folVeV/86UyFzwm9qbofU2SCHP5L/0ZCZtnZTO+WWDyvNozV3Nuoo6sdgqYGIPTt/vBrYQsAKO/Oxo1M8O3kjtKxlanqnJ13hjzeZym7xKaS9JhOJDSBgYFwcXGRvuRyubZDIiKiKjwdGIqp607jxO0k/HgsSmr9WLrnGrp8dgTX7mdUen9WfiE2nbqLOZvOAyialQQUjXPJVyhV1pW5cq/yZ5U05r//IjW7oOqCtVDVOJjJXV1x8cNBAICh3k3hat8Iu+b1wPWlQ2FuXLbV5JOx3jA0kOHDke3wUs+WKmvFAIC3sw3++yjhsTLjBOXy6EStLFy4EAsXLpSO2UVFRKQ/Jv9wWvp+2TgfbPg3GgBw5X462jW3Lvee7HwFZqx/3OryMD0XikddRDIZ8NOJO5oLWA2vDfDA6qORFV5/vosrDl6Nr/C6s6057CxUp14bGMhgbmKIfl6OmNmrJZxtzbF0T9HO3sUrHM/sVfHMpqHeTbGgv4c04JdU6UQLDRERPRne//1xl05lLTT7Lz/EuRJrpXRbfkT6/sCVh1i2r/zxMvXBxtwYrw6sePl/c2ND9PNqgtvLhldYprKBu0aGBvhwZDtM6OQCB0sTfPVsB7XiMjSQ4a0hXnB3sFCrfEOj8YTm5ZdfhouLC+Li4jBkyBB4eHho+pVERFQNV+6lIyUrv86f+9OJaGTnK1TOnY1OwZyfz+FgOTtfF9t/peJr9SEnvxDGJWYirZzoi++nPB7fUjx8xrCScTTNK5lWXczKzBjnFg/ChAo2iqTq0XiX09q1azX9CiIiqiF5ngIj1xxHU2sznHp/YJ0/Pzu/EI1Min7VXL2fjglBJ+v8HXUtcKKvyvE4/6IunreHeOGrgxEwKNH88uUzHfDOznAAQPTnI5CeU4Aj1+MxyrfqxfOobrHLiYiogThxOwmf7LkGUWKrgKy8ohaUhxm50p5IcanZ+G9wJJSlpj2nZxfgyr30ar2z06eHEZOcjX8jkzBi9fFafoK6s+Z5f3w2zrvcayM7FCUjrw3wwJfPPO4OKt7Ecay/s3Tuuc4t8Nk4b2yb0w1AUXfV+I4ulbbekGYwoSEiaiAm/3Aa647fwb1H06HTsvNxKurxnkJfHYgAAExbdwZfHYzAoeuqg16fW3sSI9ccR0JmboXbDZSnz1fBmPLj6aoLVtOIDs1Ujt8uMbW5pN5tyu4mPcq3uTQQtyILB3vhuc6Pu4P8Wtgi5K1++GhUO5VyU7q6oWsre3XDJg3RiVlORERUsbvJWXj+f6fw4/TOFc4aqomJa08h4tG2AgCw7VwsvF1sEJWUBQA4eTsZW87EwLu5DWQySGXvp+Vi6V/X6iyOYnte7YUFmy9IKwKXp20za7w77Cn0bG2PK/czsDf8AYCi7p5/I8uuiWNlaoSfX+qCd34Lx47zcQCAkLf6AVDdBuHwwj74+u+b6O/VpNIYOSBXdzGhISLScd8F38b99Fws338dm2Z2LbeMUimw43wsnm7rBHtLU+QWFCIyQV7u5oU/HruDj0e3V0lmin24+4r0/U8nogEAIRGqC9eN/e+/tfg0FWvXzBo5JRaNMzUykFb9Lbb/9d7S98aP1oIxMSrqbCi563b05yOQnl2AvMJCyGQytHQsSkRcGzeSkpJC5eNnezSxwvdTA+r4E1F9YpcTEZGOEyhen6XicRmHr8fjPzsv49mgk1AUKrFo+yWMXHMcl2LTAADL912XyhYnKrpkYqcWMDCQqSQwNz4ZitPvD8S+13qXe4+nkxVe7tsKf7zSE0BRl5BdI2Np3ItNI2M0sTIDAGkgb3FdAoDZowXumtmY1f0HonrHFhoiIh1X3PBQ2TDT4mX+7yRlweOD/dL58Lg05BQUYm1olEr5H4+pHmvb8vE+AIBx/s7SwnwymQxO1mawMTeGhYlhmbVhjA0N8N6wttKxlZkxLn40uNznF4/RLdEog76ejnh32FMYWWosDuknttAQEemA0JuJWH/8DvIUj7tc/rx0H9fuZ0htCtHJWQiOSED/FSF4bctFqdzGE9FYXKKrqKQP/7iKSf87Veb8p3uvl1O6+oa2b1p1oUp0cLHB/41uL23Y+MHwogTFqMQsITNjQ1xdOhRz+7au8XuGeRclLR+OfJwAyWQyzO3bGi52jWr8XNIdMlFy/p6OKF6Ij4joSXb8VhJSs/Ph18IWvb8MBgA4WJrg3OJBKChUok2JlpbyfD3BF7+cvouLMWn1EG35vpnkh/5PNcGPoVFltgp4d9hTAIDP9xet+vvpWG8ohcBHf1yVyszo4Y6PR7dXua9QKaAUQmVxOyKg8vyAXU5ERDX0wrrTcLQyReBzflWWzc5XIPDvm3h1QBvYNDKGEAJT15Wdypwkz8fO83FlVtgtz6Idl2oSdp35bW53dHJvDACY1+/x3kcrJ/piZIfmUkLi42yDp5pawd7SFADgZG2GQ9fiER6Xhpf7tirzXEMDGQwr7WAjKostNERENSCEQMv39gEomlEDAPkKJTwXF7Wq/LWgF3xcHs8w+mTPNaw7fgejfZvjveFPYVBgKOR5VSct2vLFMz7IUyhVWlM+GN4WUUlybDkTi2cDXLBiguqKuicikwAZ0KN12XVfiOoCW2gqcf5uatH/mBwspL8eiKhhEkIgOSsfDmr8vyC34PHo0nXH7+Dg1YfSqrsA8F1IJOb384BXUys8TM/F3UdrqzxIz8HPJ+9qLZn5fX4PjPvuhMq5X2Z2xZYzMbj+IENag2ZiZ1cAQGtHS2lRvNl9ilpTlo7xhmE5M656eDCRIe1p8C007u/ulb5/rpMLhno3xYCnnOrl3USkO24nyjHw638AAJtndYW5iSHaNbeGqZGhVCZZnoe/r8Vjx7lYJMrzEJuSU+Vz+3o64p+bquu4GBrIqrXSbl35drI/RnZoLv1/r7mNGb5+zg/dWxetciuEwMd/XkXXVvYY7vN45k9sSjbyFEp4NLGs95iJSqosP2jQCc39tBz0+PxomfO3PhvGwWhET5ijN+IRFpOGN572xM2ETHy29zp6ejjg5T6tIJPJMCHoBM5GpwIomnkTHpcOc2NDvDvsKSz58yrm9m2NS7FpOFliqwBd19HVFrfi5cjMU+CpplY48EYfAMDFmFQkyfMxqB3/eCP9woSmhNSsfBy8+hBtnKyw5UwMfjtf9j2TOrfA5yU2JCMi3aYoVOKVzRcwzt8ZQx9Nz1156CYuxKRKK+uWbI0tbfcrPTW2+m1tvdSzJZysTbH80Uyh8gQ+54uF21UHCA94qgk+HNkO0UlZeG/XZex7vTcaW5hoOlwijeIYmhL8PzlUZZm/r8Xj82fqIRgiqhYhBIL+icIo32Yqa4eciU7BwavxOHg1Ht9N6YguLRvjmyO3ADyeAlwZbSczfi1s8fPMLvhvcCTG+jmjTRNLaXG84o0Qu7RsLI19if58hJSg7ZrfAx1d7RCdlAUrM2O42jdCmyaWaOVY1D3U0sECp94fqIVPRVS/GlxCUxFjQxkKHm1UJs/V3ZkHRA1VoVJg5/k4fHHgBr44cAM/TOuE7q3tYWlqhLd3hEvl5v96QeW+lYdu4tvgyNKPqzMBbnbwbm6NjSfvAiha8fa9XZfLLfvB8Lb4bJ/qgnYXPxwEu0ctJyVXvQUAkxJd3/6udtg2pxscrIoGLK953h/2Fibo6GoHoGhnaKKGrMF1OW05E1Pu/2yiPx+B01HJmPi/Uxjl2xxrnvfXyPuJSH2XYtPw+8V7GNGhGSYEnSxz3d/VFoYyGc7dTa2XeFzszBGXqjoQOPrzERBCYN3xO+jp4YC2zaxxOioZl+LS4G5vgejkLEQlZmFW71bwaGKJzp8dRmJmHr58pgMszYxUBt+WlJNftGKwuYlhudeJGiKOoSlHyRkNv8zsil5tHFCoFGj9/j6M6NAM/53cUaX8xhPR2HUhDptnd4OFKRu2iDThv8GReJiei0/GegOofNxLXfviGR8EuNkhLbsAl++lw+HRjtVv/1bU+hP52TAYGRrgRGQSTkYlo1sre2TmKjDUu3pL/yfJ8xCXmgO/FrYa+BRETzaOoSlHa0dLnHl/IA5dj0dPj6Ipi4YGMpgZGyCzVJfTqahkLPmzaHGpKT+exu5HO7sSkfqy8hTILSgsd72na/cz4GBpgq8ORgAAOrnbwb+FnUbjcbY1x720HEzs1ALRyVmYENBC2k+oePVbIQTup+Wio5stjB51//TwcKjVeisOlqZqrXNDRNXTYBMaAGhibYYpXd1Uzrk2boToRwtLFSu5sVtYbFp9hKZRR67HY+bGc/h+SkcMq6C5uyGJSpRj0Y5LCJoaACdrM22H80SJTMhEKwdLGBjIMOrb44hKzMKd5cPxMCMXjpamUCgFhq8+hqhE1f/mXt8aVuN3+rrYYPcrPRGbkoO3fruECQEuOH83FT09HNDPyxECgLVZ0dYDSlH0h0xFZDIZXn+6TYXXiUh3NOiEpjzNbc0REpGIGRvOYOlob6w6crNMmbTsfIREJKKPp2Ol0yDleQoYG8pUFuaqyJHr8UjPKcD4ji61il8dMzeeAwDM+/WCtGR7QxSdlIV+K0Kk49VHbuGzcT7aC6iexKVmw8jAAE1tVJO34qX5v5vSES3sGsHHxQZHrsejXXNrNLMxhxACskerwx65Ho/D1+OxaLBXmdaGc9EpuHo/A+2bW+PZoJOY2s0VL/ZsKSUtE4JO4tzdVKmFpDo+H++DSV1c8c/NRExffwaTOrfAggEemLXxHJaP90FadgH6eTlCJpPB1b4Rtr/cveidnVqUeZZMJoMhtwsiemI02DE0Fem27AgeZuRWWmZyV1dsPh0DoGhAYLI8Dz+fvItWjhYY1aE5MnMVMDU2QPslB1GoFDAzNsCc3q2w+mgknm7bBG8PeQoHrjxERHwGJgS0gJ2FiTRt9MYnQ5Ekz8PRGwkICrmNrPxCpOcU4MtnO8DR0hSGBjKYGhnAwcoUwTcSMLNXS6Rk5au1bUNOfiGMDGUqO/g25ITmf6G3sWzf47U9pnR1xfQe7th6JhYfjGhb6V/u+qx4XMqxd/rj4NWHeK5zCxy7mYRXNqvODvpuSscyM4aWjfPBUO+m6Fhq+QMvJytExGfixZ7u2PBvdJ3Ge+CN3niqqXWdPpOI9BMHBVdDry+OlpnFABT1tydk5kpTu/VBH09HhD5acr2XhwOORybB3sIEyVn5UpmSCc21+xmwMDWEm71FvceqjkuxaWhsYYIWjRtVXVgN5SU0f166j8xcBdZN74SBbTW7iuqt+Ezsv/IQMgALBnjgfnouXt18ARdi0gAUzag59GbfGs1yiUnOhoWpoUqiW3LjRF3T2d0O8Rl56NaqMbafK/pvf9EgT4wPcIGzrbmWoyMiXcFBwdUQNDUAI9ccL3P+v1M6wqOJJbyXHNRCVDUTWmL/mOORSQCgkswARbNKbsVnYsUEXwxffQwA8NZgTwxp3xTNbc1hYmQAIwMZjlxPwMaT0Vgyqr20n8uWMzHwcbbB9yG38dYQL7R0qDgRSsjIxf303BrP7BBCYMyjVix1WpUycwsAAFZmxpU8s7z7igaEFxQqS5QTyMhVwMb88bPSswuQU1AIpRBwsjZDQaESpkYGEAIIjkjAn5fu4+DVh3g2wAW9PBxwKioFKVn5UAqBPeEP0MTKFAmZedLzvj5UtmszLjUHbT86AEMDGWb1aol3hz2FozcScPJ2MjaejEZBoUArRwvEJGcj9J3+MDKQIb9QieHfHEOGjq6l1L2VvcrWAcaGMoQvGQIzYwOpO2uMnzNszI3h7WxT0WOIiMpgC00l4jNykVeghI25MWwaFf0yUyoFUrPzcT8tF6O+LZv4VOXDke0gz1Xgx2NRGNy+KRLlefhmoh/6rQhBek4B/FrYol1zayRk5OJUVIq0I+/IDs0QejMR7Zpb41RUSp1+zup6b9hTkOcpsOao6mJlU7u5okdrB2w/F4uQiKJk6tR7A2FkKEOnTw8DKFrVtF0zaxy+Hg8nazMYGshgY26MZHk+nO3M0czaDLcT5cgpKMTle+kY7t0MUUlynIpKkWbAAMDrA9vA1NgAXx6IwAifZlgyqh3sLU0RlSjHir8jcPBqPADg9rLhOB6ZhA7ONjgTnYJTUclYNNgLz//vFC7fS6/0c/Zu44Bjt5Lqsup0xsej2uHjv65Jx893cUVfTwdcuZfxaMyMGbadjcXWs7GY16812je3hl0jE2nXZQBYPKItsvIK0aVlY/xnZziebusEAYE3B3nC2MAASfI8mBoZwNHKFMcjk9DZvTHMjA2hKFTC0ECGtOwCaUE5IiJ1sMtJg0JvJsLb2QZRiXLIZECAW+MaPSc9uwAPMnLKjBVQFCql6aLFsvMVOBudil4eDjA0kCFPUQghADNjQwghkJiZhybWZkiS52HJn1dxO0GOHXO74/D1eLy1I1wru/xS+SZ3dUULu0b44oDqPj1vD/FSSeDqUskWLqVSSFOV1ZFbUAiZDGoNdCciqmtMaKiMrDwF2pfoPmvlYAFrc2OdnpZuZWqEzDzd6koxNTJAnkKpcu6zcd44djMJbZtZIyw2FRM7uyIxMxcvdHdHTHI2rj3IQGRCJub2bS0lqydvJ0MmA9o1t4ZQAjaNjBHxMBOBhyLw2sA2uJ+Wi9k/n4NHE0v083SEnYUJMnIKEJ+Ri91h9wEAM3u1xO1EOewamWBQOycMaueEfyOTEB6Xjrl9WyMnvxAGBpV3wxER6TImNFQupVLgbko23O0bSeMXis8nyfOQmaeAg4UprM2NIJPJIITA/isPkfNo5lV+oRJZeQo809EFro0blflLPy41Gxdj0tCicSNsPn0Xg9sVdbH5ONsgLjUbtxOz4N/CFgqlwLT1Z/B02ybo5N4YXVs2hoWpEXZduIeQiAR8NKodLEyM4Pto/E1sSjZSsvLhYGUKewsT5BcqkZNfCFMjA1iZGcPQQIbrDzJw42EGTI0MkSTPw+bTMXhveFtYmxkh8NBNNLcxx7LxPjCQFU3fLVQKXLufAWc7cyTJ8xAWk4ax/s4wMSpKOB6k50ApigaHX4xJxfUHmRjl20wlOUiS56FxI5NqtXjUhaM34uFmb4HWjzYjJCJ6UjGhISIiIr1XWX5gUO5ZIiIiIj3ChIaIiIj0HhMaIiIi0ntMaIiIiEjvMaEhIiIivceEhoiIiPQeExoiIiLSe0xoiIiISO9pPKG5desWevToAU9PT3Tu3BlXr17V9CuJiIiogdF4QvPyyy9jzpw5uHnzJv7zn/9gxowZmn4lERERNTAaTWgSEhJw7tw5TJ06FQDwzDPPIDY2FpGRkZp8LRERETUwGk1oYmNj0axZMxgZGQEo2gTQ1dUVMTExmnwtERERNTA6MSg4MDAQLi4u0pdcLtd2SERERKRHNLrbdkJCAjw8PJCSkgIjIyMIIdCsWTMcP34cHh4eFd5namoKR0dHTYUFuVwOS0tLjT2/oWF91j3Wad1ifdYt1mfdYn2qLzExEXl5eeVeM9Lki5s0aYKOHTvil19+wYwZM7Bz5064uLhUmswAqDDYulLZ9uNUfazPusc6rVusz7rF+qxbrM+6odGEBgDWrl2LGTNmYNmyZbC2tsaGDRs0/UoiIiJqYDSe0Hh5eeHkyZOafg0RERE1YDoxKLi+LVy4UNshPFFYn3WPdVq3WJ91i/VZt1ifdUOjg4KJiIiI6kODbKEhIiKiJwsTGiIiItJ7DSqh4UaZNePu7g4vLy/4+fnBz88P27ZtA1B5fbKuH3vttdfg7u4OmUyGsLAw6XxN66+h121F9VnRzynA+qxMbm4uxo4dC09PT/j6+mLQoEHS9jQJCQkYOnQo2rRpA29vb4SGhkr31fTak66y+uzXrx9atmwp/YyuXLlSuo/1WQdEA9K/f3+xYcMGIYQQO3bsEJ06ddJuQHrCzc1NXLx4scz5yuqTdf3YP//8I2JjY8vUY03rr6HXbUX1WdHPqRCsz8rk5OSIvXv3CqVSKYQQYs2aNaJv375CCCFefPFFsWTJEiGEEGfOnBHOzs4iPz+/VteedJXVZ9++fcXvv/9e7n2sz9prMAlNfHy8sLKyEgUFBUIIIZRKpXBychK3bt3ScmS6r7xfFJXVJ+u6fCXrsab1x7p9TN2EhvVZPWfPnhVubm5CCCEsLCzEgwcPpGudO3cWhw4dqtW1hqZkfVaW0LA+a6/BdDlxo8zamTZtGnx8fDBz5kwkJiZWWp+s66rVtP5Yt5Ur/XMK1LyuG6pvvvkGY8aMQXJyMgoKCtC0aVPpmru7O2JiYmp8rSEqrs9i7777Lnx8fDBx4kRERUUBAOuzjjSYhIZqLjQ0FOHh4bhw4QIcHBwwffp0bYdEVAZ/Tmtv2bJliIyMxPLly7UdyhOhdH1u2rQJN27cQHh4OHr37o2RI0dqOcInS4NJaFq0aIEHDx5AoVAAAIQQiImJgaurq5Yj033FdWRsbIw33ngDx44dq7Q+WddVq2n9sW4rVt7PKVDzum5oVqxYgV27dmH//v1o1KgR7O3tYWRkhIcPH0ploqOj4erqWuNrDUnp+gSKfhaBopbABQsWICoqCsnJyazPOtJgEpqSG2UCUHujzIYuKysLaWlp0vGWLVvg7+9faX2yrqtW0/pj3Zavop9ToOZ13ZAEBgZiy5YtOHToEGxtbaXzEyZMQFBQEADg7NmzuHfvHvr27Vuraw1BefWpUCgQHx8vldm5cyecnJxgb28PgPVZJ7Q3fKf+3bhxQ3Tr1k20adNGBAQEiPDwcG2HpPNu374t/Pz8hI+Pj/D29hajR48Wd+7cEUJUXp+s68fmzJkjnJ2dhaGhoWjSpIlo3bq1EKLm9dfQ67a8+qzs51QI1mdlYmNjBQDRqlUr4evrK3x9fUWXLl2EEEI8fPhQDBo0SHh4eIh27dqJo0ePSvfV9NqTrqL6lMvlIiAgQHh7e4sOHTqIAQMGiLCwMOk+1mftcesDIiIi0nsNpsuJiIiInlxMaIiIiEjvMaEhIiIivceEhoiIiPQeExoiIiLSe0xoiIiISO8xoSHSU35+fvDz80O7du1gaGgoHU+cOBEfffQRfv31V42+Pzs7G506dUJmZiYA4J9//kH37t2lmHr27KmykJimyWQylcX11PHTTz9h7Nix1X6XXC6HTCar9n0lvfXWW9i8eXOtnkFEjxlpOwAiqpmwsDAARcug+/n5Scf15dtvv8WYMWNgZWUFhUKBcePG4fDhw+jYsSMAICIiAhYWFvUakz5555130KtXL0ycOBGGhobaDodI77GFhugJNGPGDKxatQoA8PHHH+O5557DqFGj4OnpiZEjR+LKlSsYMmQIPD098fzzz0OpVAIAMjMzMXv2bHTp0gUdOnTAnDlzkJ+fX+471q5di8mTJ0v3ZWRkqOwI7OXlBUtLSwBFS8F37twZfn5+6Ny5M06ePCmVc3d3x+LFi9GjRw+0aNECQUFB2LBhA7p37w53d3ds3bpVKiuTybB48WL4+/vD09OzwlaoW7duYcSIEejcuTM6dOiAb7/9tso6CwkJgbe3N+bPnw9fX1+0b98e586dU/m8bdq0gb+/P1auXKly79mzZzFgwAB06tQJ/v7+2LFjBwDgs88+w+jRoyGEQF5eHgICAqSYmzRpgtatW+Pvv/+uMjYiUoOWVyomolq6c+eOsLGxUTk3ffp0sXLlSiGEEEuWLBEtW7YUKSkpQqlUij59+oiuXbuKjIwMUVBQIHx9fcWePXuEEELMnj1bbNy4UQghhFKpFDNnzhRffvllmXfGxMQIe3t7lXOvv/66sLS0FMOGDRNLly4VERER0rWEhATp+5MnTwovLy/p2M3NTbzxxhtCCCFu3bolzMzMxCeffCKEEOLMmTPCwcFBKgtALF68WAhRtC2HnZ2dtMUBAJGamioUCoUICAgQ169fF0IIkZWVJXx8fMSZM2fKfI4NGzaIMWPGCCGECA4OFoaGhuLUqVNCCCG+//57MXjwYCGEEJcvXxZOTk7i/v37Qggh3nvvPVH8v8/U1FTh5+cnXUtMTBQtWrQQcXFxQqlUiqFDh4qvvvpKzJ8/X8yZM0fl/f/3f/8nFi1aVCYuIqo+djkRNQCDBw+GnZ0dAKBjx44wNTWFlZUVAMDf3x+3bt0CAOzevRsnT55EYGAgACAnJ6fc7pC4uDg4OTmpnFu1ahXefPNNBAcH48iRI/D398fBgwfRq1cvXLx4EZ999hmSk5NhZGSEiIgI5OTkwNzcHAAwceJEAICHhwfMzMzw7LPPAgA6deqElJQUpKWlSZv8zZo1CwDQqlUr9OnTB6GhoXB3d5fiiIiIwNWrVzFp0iTpXGZmJq5du4bOnTtXWk8eHh7o2rUrAKB79+5YsWIFAODo0aMYNmwYmjVrBgCYN28eli9fDgA4ceIEoqKiMGzYMJVnRUREwNnZGb/88gv8/f1hZ2eH06dPq5Rp2rQprl27VmlMRKQeJjREDYCZmZn0vaGhYZljhUIBABBCYOfOnfD09Kz0eY0aNUJubm6Z825ubpgxYwZmzJgBCwsLbN++HV26dMH48eMRHByMzp07IyMjAzY2NsjLy5MSmorik8lkkMlkUnzlKT04VwiBxo0b12hMUUX1Utk7hRBo3749Tpw4UW7Zu3fvQqlUIjMzE1lZWSrvyM3NleqAiGqHY2iISDJ27Fh88cUX0i/y1NRUREZGlinn5eWFhIQE5OTkACia9bN//36IR3vd5uTk4Pr162jdujVyc3ORn58PV1dXAMCaNWtqFeOGDRsAFA2GPnbsGHr37l0mNmtra6kcAERGRiIlJaXG7xwwYAAOHDiAhw8fAgCCgoKkaz169MCdO3dw+PBh6VxYWBjy8/ORkZGBSZMmYdOmTZg7dy6mTZsm1REAXL9+Hb6+vjWOi4geY0JDRJKVK1fC3Nwcfn5+6NChAwYOHIjo6Ogy5czMzDB48GAcPXoUQFErRVBQELy8vODr64uAgAAEBATglVdegbW1NT799FN06dIFAQEBMDExqVWMhYWF8Pf3x+DBg7F69WqV7iYAMDIywp49e7Br1y506NAB7du3x8yZM6Xkqya8vb3x8ccfo3fv3vD394epqal0zc7ODnv37sWyZcvg6+uLdu3a4d1334VSqcTMmTMxZcoU9O/fH2+//TZkMhm+/PJLAEV1duTIEYwbN67GcRHRYzJR8s8FIiI1nTlzBkuXLsWePXvq7Z0ymQypqanSeBp9duDAAfzyyy/45ZdftB0K0ROBLTREVCPFY2OKF9aj6klPT5daa4io9thCQ0RERHqPLTRERESk95jQEBERkd5jQkNERER6jwkNERER6T0mNERERKT3mNAQERGR3vt/a6Qph2e0kjQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 560x384 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Bearing1_1 Feature Values'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_extractor = FeatureExtractor(RMSProcessor(data_loader.continuum))\n",
    "feature_extractor(bearing)\n",
    "Plotter.feature(bearing)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 划分轴承运行阶段并输出图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 560x384 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Bearing1_1 Raw Sensor Signals'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fpt_calculator = ThreeSigmaFPTCalculator(ratio=3)\n",
    "stage_calculator = BearingStageCalculator(data_loader.continuum, fpt_calculator)\n",
    "stage_calculator(bearing)\n",
    "Plotter.raw(bearing, is_staged=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 轴承RMS上的运行阶段划分图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 560x384 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Bearing1_1 Feature Values'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plotter.feature(bearing, is_staged=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
